ArticleJournal of pain and symptom management2023
Implementing a Serious Illness Risk Prediction Model: Impact on Goals of Care Documentation.
Article in Journal of pain and symptom management, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
14 citing papers in PubMed.
- Trial
- Impact of Prognostic Notifications on Inpatient Advance Care Planning: A Cluster Randomized Trial.Journal of pain and symptom management · 2025Trial
- Life-Sustaining Treatment Documentation in VA Home Based Primary Care Improves With Feedback Reports and Facilitation.Journal of the American Geriatrics Society · 2026Article
- The preventive effect of feedforward control nursing on complications and adverse events during the recovery period of gynecological general anesthesia patients.Perioperative medicine (London, England) · 2026Article
- Goals of Care Discussions in Medical Training: Integrating Palliative Care for Holistic, Patient-Centered Care.Healthcare (Basel, Switzerland) · 2026Review
- Core Elements of Goals of Care Initiatives Across Eight Health Systems.Journal of pain and symptom management · 2026Article
- Barriers and Facilitators to Electronic Health Record Documentation Compliance in Multidisciplinary Hospital Settings: A Scoping Review.Journal of multidisciplinary healthcare · 2026Review
- Assessing the Content of Goals of Care Documentation for Hospitalized Patients With Alzheimer's Disease and Related Dementias.Journal of the American Geriatrics Society · 2025Article
- Characterizing the Documentation of Time-Limited Trials in Goals of Care Notes.Journal of pain and symptom management · 2025Article
- Article
- Artificial intelligence for better goals of care documentation.BMJ supportive & palliative care · 2024Article
- Equity in Using Artificial Intelligence Mortality Predictions to Target Goals of Care Documentation.Journal of general internal medicine · 2024Article
- Applying human-centered design to adapt the Jumpstart Guide for goals-of-care discussions in persons living with dementia.Journal of the American Geriatrics Society · 2024Article
- Quality Improvement Study Using a Machine Learning Mortality Risk Prediction Model Notification System on Advance Care Planning in High-Risk Patients.Journal of Brown hospital medicine · 2024Article
Corrections and comments
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Authors and funding
11 authors.
Funding
Abstract
contextGoals of care conversations can promote high value care for patients with serious illness, yet documented discussions infrequently occur in hospital settings.
objectivesWe sought to develop a quality improvement initiative to improve goals of care documentation for hospitalized patients.
methodsImplementation 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.
resultsOf 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).
conclusionsImplementation 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.
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