Comparison of CMA Joint Statement on Resuscitative Interventions and New Brunswick Hospital Corporations’ Policies on End-of-Life Treatments
Bibliographic record
Abstract
Why do most physicians have so much difficulty respecting the wishes of their terminally ill patients who refuse treatment? The normative pluralism model is introduced to answer this question. Comparative content analysis serves as the theoretical framework for evaluating the Canadian Medical Association Joint Statement on Resuscitative Interventions against the corresponding administrative policies of New Brunswick hospital corporations and relevant New Brunswick law. Despite protection afforded patients by law, fully 75% of New Brunswick hospital corporations' administrative policies permit physicians to ignore patients' expressed objection to treatments. The futility-of-treatment criteria in the CMA joint statement and in all provincial hospital corporations' policies authorize physicians to substitute their judgment for patients' expressed refusal of CPR. The author concludes that when medical professional norms conflict with the law, physicians tend to follow their professional normative order.
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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 | 0.000 | 0.000 |
| 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 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".