Classification of Documented Goals of Care Among Hospitalized Patients with High Mortality Risk: a Mixed-Methods Feasibility Study.
Catherine L AuriemmaAnne SongLake WalshJason J HanSophia R YapalaterAlexander BainLindsay HainesStefania ScottCasey WhitmanStephanie P TaylorScott D HalpernKatherine R CourtrightPublished in: Journal of general internal medicine (2024)
Clinical notes in the EHR can be used to reliably classify patients' GOC into discrete, clinically germane categories. This work motivates future research to use natural language models to promote scalability of the approach in clinical care and serious illness research.
Keyphrases
- healthcare
- end stage renal disease
- palliative care
- quality improvement
- chronic kidney disease
- ejection fraction
- newly diagnosed
- machine learning
- prognostic factors
- autism spectrum disorder
- randomized controlled trial
- study protocol
- electronic health record
- clinical trial
- affordable care act
- current status
- patient reported outcomes
- chronic pain
- global health
- double blind