Implementing a Serious Illness Risk Prediction Model: Impact on Goals of Care Documentation

J Pain Symptom Manage. 2023 Dec;66(6):603-610.e3. doi: 10.1016/j.jpainsymman.2023.07.015. Epub 2023 Jul 31.

Abstract

Context: Goals of care conversations can promote high value care for patients with serious illness, yet documented discussions infrequently occur in hospital settings.

Objectives: We sought to develop a quality improvement initiative to improve goals of care documentation for hospitalized patients.

Methods: Implementation occurred at an academic medical center in Pittsburgh, Pennsylvania. Intervention included integration of a 90-day mortality prediction model grouping patients into low, intermediate, and high risk; a centralized goals of care note; and automated notifications and targeted palliative consults. We compared documented goals of care discussions by risk score before and after implementation.

Results: Of the 12,571 patients hospitalized preimplementation and 10,761 postimplementation, 1% were designated high risk and 11% intermediate risk of mortality. Postimplementation, goals of care documentation increased for high (17.6%-70.8%, P< 0.0001) and intermediate risk patients (9.6%-28.0%, P < 0.0001). For intermediate risk patients, the percentage of goals of care documentation performed by palliative medicine specialists increased from pre- to postimplementation (52.3%-71.2%, P = 0.0002). For high-risk patients, the percentage of goals of care documentation completed by the primary service increased from pre-to postimplementation (36.8%-47.1%, P = 0.5898, with documentation performed by palliative medicine specialists slightly decreasing from pre- to postimplementation (63.2%-52.9%, P = 0.5898).

Conclusions: Implementation of a goals of care initiative using a mortality prediction model significantly increased goals of care documentation especially among high-risk patients. Further study to assess strategies to increase goals of care documentation for intermediate risk patients is needed especially by nonspecialty palliative care.

Keywords: Electronic health records; end of life care; goals of care discussion; quality metrics.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Communication
  • Documentation
  • Hospitals*
  • Humans
  • Palliative Care*
  • Patient Care Planning