Conscientious Objection and Medical Assistance in Dying (MAID) in Canada: Difficult Questions - Insufficient Answers
Bibliographic record
Abstract
“Conscientious objection” typically implies refusal to participate in an action based on strongly held ethical beliefs. It is historically associated with refusing to fight on the grounds of personal conscience or religion. 2 Like other military allusions such as collateral damage or life in the trenches, its usage has spread into wider societal use. Conscientious objection is now used in regards to opposing euthanasia in Canada. Euthanasia, in turn, is now referred to by the less emotive term, Medical Assistance in Dying (MAID). Most medical practitioners and hospitals that object do so in part because of their disagreement or discomfort with the act of killing. As such, the analogy is not wholly unjustified. What is less clear is how this construct, and this terminology, will ultimately affect patients, practitioners, administrators and politicians.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.015 | 0.077 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.027 | 0.028 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.007 | 0.012 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".