Disparities in Advance Care Planning: Gaps in Clinical Notes on Comfort VS. Life-Sustaining Treatment Preferences

Abstract Background Goal-concordant care is essential, yet disparities in advance care planning (ACP) persist. Electronic health record (EHRs) documentation of specific preferences, such as comfort and life-sustaining treatments (LST) and natural language processing (NLP) to extract free-text data, provides real-world information to explore patterns. Objective To identify predictors associated with documentation of specific preferences in a cohort of older adults with chronic conditions. Methods In a dataset of records from 14,729 older adults with heart failure, cancer, or dementia from a large academic medical center, we used a validated NLP model, Priorities-BERT (accuracy= 90.91%), to categorize documented care preferences from 3.6 million EHR notes into four groups: comfort-only, LST-only, mixed, or none. Logistic regression identified factors associated with each preference category (vs. no preference). Results The mean age of the sample was 78.67 years (SD = 6.05). Female patients (vs. male) (OR = 1.11, 95% CI: 1.04–1.19), heart failure (OR =1.59, 95% CI: 1.34–1.89), dementia (OR = 1.33, 95%CI: 1.25-1.43), were associated with higher odds of having any priorities of care documented. Increasing age was associated with lower odds of LST (OR = 0.94, 95%CI: 0.94-0.95). Patients with heart failure (OR = 1.50, 95%CI: 1.39-1.61) or dementia (OR = 1.56, 95% CI: 1.42-1.71) were more likely to have comfort preferences documented. Conversely, cancer patients were more likely to have LST documented (OR = 1.12, 95%CI: 1.03-1.21). Conclusion Significant disparities existed across these three diagnoses in documentation ACP preferences. Targeted clinical and health-system interventions are needed to promote equitable and timely ACP conversations for patients likely to benefit from this care.

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Journal
Innovation in Aging
Published
2025-12-01
DOI
https://doi.org/10.1093/geroni/igaf122.3571
Primary Topic
Palliative Care and End-of-Life Issues
Type
article
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article

Disparities in Advance Care Planning: Gaps in Clinical Notes on Comfort VS. Life-Sustaining Treatment Preferences

Alaa Albashayreh, Stephanie Gilbertson‐White, Yuwen Ji
Innovation in Aging
Palliative Care and End-of-Life Issues
article

Disparities in Advance Care Planning: Gaps in Clinical Notes on Comfort VS. Life-Sustaining Treatment Preferences

Alaa Albashayreh, Stephanie Gilbertson‐White, Yuwen Ji
article en

Abstract

Abstract Background Goal-concordant care is essential, yet disparities in advance care planning (ACP) persist. Electronic health record (EHRs) documentation of specific preferences, such as comfort and life-sustaining treatments (LST) and natural language processing (NLP) to extract free-text data, provides real-world information to explore patterns. Objective To identify predictors associated with documentation of specific preferences in a cohort of older adults with chronic conditions. Methods In a dataset of records from 14,729 older adults with heart failure, cancer, or dementia from a large academic medical center, we used a validated NLP model, Priorities-BERT (accuracy= 90.91%), to categorize documented care preferences from 3.6 million EHR notes into four groups: comfort-only, LST-only, mixed, or none. Logistic regression identified factors associated with each preference category (vs. no preference). Results The mean age of the sample was 78.67 years (SD = 6.05). Female patients (vs. male) (OR = 1.11, 95% CI: 1.04–1.19), heart failure (OR =1.59, 95% CI: 1.34–1.89), dementia (OR = 1.33, 95%CI: 1.25-1.43), were associated with higher odds of having any priorities of care documented. Increasing age was associated with lower odds of LST (OR = 0.94, 95%CI: 0.94-0.95). Patients with heart failure (OR = 1.50, 95%CI: 1.39-1.61) or dementia (OR = 1.56, 95% CI: 1.42-1.71) were more likely to have comfort preferences documented. Conversely, cancer patients were more likely to have LST documented (OR = 1.12, 95%CI: 1.03-1.21). Conclusion Significant disparities existed across these three diagnoses in documentation ACP preferences. Targeted clinical and health-system interventions are needed to promote equitable and timely ACP conversations for patients likely to benefit from this care.

Innovation in AgingVol. 9(Supplement_2)
University of Iowa (US)
Quality Education
Openalex Percentile: Top 25%
Palliative Care and End-of-Life Issues
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Disparities in Advance Care Planning: Gaps in Clinical Notes on Comfort VS. Life-Sustaining Treatment Preferences — Alaa Albashayreh, Stephanie Gilbertson‐White, et al. · Innovation in Aging (2025) | TGRS Research Map | TGRS