Identification of serious illness conversations in unstructured clinical notes using deep neural networks
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Other operational definitions of the goals-of-care construct are more amenable to measurement using rule-based and other methods.
“Even within the community of investigators interested in measuring goals-of-care content, other operational definitions of the same construct are more amenable to measurement using rule-based and other methods.15,16,20”
From Assessment of a Zero-Shot Large Language Model in Measuring Documented Goals-of-Care Discussions (2026) · cites this paper as [15]
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Uyeda, A. M., Curtis, J. R., Engelberg, R. A., Brumback, L. C., Guo, Y., Sibley, J., Lober, W. B., Cohen, T., Torrence, J., Heywood, J., et al. (2022) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2022.02.006 · Cited by 19 · see citing works
Lee, R. Y., Uyeda, A. M., Li, K. S., Sibley, J., Cohen, T., Lober, W. B., Dotolo, D. G., Engelberg, R. A., & Kross, E. K. (2025) · Journal of Palliative Medicine · doi:10.1089/jpm.2024.0496 · Cited by 3 · see citing works
Assessment of a Zero-Shot Large Language Model in Measuring Documented Goals-of-Care Discussions
Lee, R. Y., Li, K. S., Sibley, J., Cohen, T., Lober, W. B., Dotolo, D. G., & Kross, E. K. (2026) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2025.09.025 · Cited by 5 · see citing works
- Authors
- Chien, I., Shi, A., Chan, A., & Lindvall, C.
- Affiliations
- Massachusetts Institute of Technology (US)
- Harvard University (US)
- Brigham and Women's Hospital (US)
- Corresponding author
- Lindvall, Charlotta
- Venue
- Lecture Notes in Computer Science
- Publisher
- Springer International Publishing
- Published
- 2019
- Pages
- 199-212
- ISSN
- 0302-9743 (ISSN-L)
- 1611-3349
- OpenAlex
- W2889019692
- Cited by
- 9
- References
- 0
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 1 · 2022: 2 · 2021: 1 · 2019: 1
- FWCI
- 0.38
- Type
- conference paper
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Lecture notes in computer science (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Machine Learning in Healthcare
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Palliative Care and End-of-Life Issues
- Health Sciences › Nursing › Issues, ethics and legal aspects › Nursing Diagnosis and Documentation
- Keywords
- advance care planning, serious illness conversations, electronic health records, natural language processing, deep neural network, goals of care, end-of-life care
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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