Evaluating the Pharmacological Management of Terminal Delirium in Imminently Dying Patients With and Without the Comfort Measure Order Set
Bibliographic record
Abstract
Terminal delirium is a distressing irreversible process that occurs frequently in the dying phase, often misdiagnosed and undertreated. A previous study in our organization revealed that terminal delirium was a poorly managed symptom at end of life. Pharmacological options are available in an existing order set to manage this symptom. The management plans of 41 patients identified as having terminal delirium were further evaluated. Elements extracted included medications prescribed to manage terminal delirium, whether medication changes occurred, and whether they were administered and effective. Patients with the order set were more comfortable as compared with the group without. Both groups had several changes made by the palliative care team. Nurses did not administer prescribed as-needed medication to more than one-third of patients. Modifications will be made to the existing order set, and additional education for staff will be organized.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".