A multicentre international study of sedation for uncontrolled symptoms in terminally ill patients
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The issue of symptom management at the end of life and the need to use sedation has become a controversial topic. This debate has been intensified by the suggestion that sedation may correlate with 'slow euthanasia'. The need to have more facts and less anecdote was a motivating factor in this multicentre study. Four palliative care programmes in Israel, South Africa, and Spain agreed to participate. The target population was palliative care patients in an inpatient setting. Information was collected on demographics, major symptom distress, and intent and need to use sedatives in the last week of life. Further data on level of consciousness, adequacy of symptom control, and opioids and psychotropic agents used during the final week of life was recorded. As the final week of life can be difficult to predict, treating physicians were asked to complete the data at the time of death. The data available for analysis included 100 patients each from Israel and Madrid, 94 patients from Durban, and 93 patients from Cape Town. More than 90% of patients required medical management for pain, dyspnoea, delirium and/or nausea in the final week of life. The intent to sedate varied from 15% to 36%, with delirium being the most common problem requiring sedation. There were variations in the need to sedate patients for dyspnoea, and existential and family distress. Midazolam was the most common medication prescribed to achieve sedation. The diversity in symptom distress, intent to sedate and use of sedatives, provides further knowledge in characterizing and describing the use of deliberate pharmacological sedation for problematic symptoms at the end of life. The international nature of the patient population studied enhances our understanding of potential differences in definition of symptom issues, variation of clinical practice, and cultural and psychosocial influences.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 it