Canadian Medical Assistance in Dying: Provider Concentration, Policy Capture, and Need for Reform
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.460
- Threshold uncertainty score
- 0.978
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| 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 | 0.001 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.358 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Canada's rapid rise in deaths from euthanasia and physician assisted suicide, termed Medical Assistance in Dying (MAID) in the country, now ranks it second only to the Netherlands in terms of MAiD deaths as percentage of overall deaths, with one province already hosting the highest rate of all jurisdictions in the world. Analyzing Health Canada's annual MAID reports, which show that up to 336 out of 1837 providers are likely responsible for the majority of MAID deaths in a given year, we discuss how the rapid increase likely reflects not a broad Canadian consensus but the capture of a policy-making and implementation process by a small group of activists and clinicians colonizing medicine to become an ideologically driven vehicle for expanding MAID access and delivery. As a remedy and to reprioritize patient safety and protection against premature death, a more transparent, relevant, and safeguarded compliance regime based on evidence-based, multi-perspective policy-making is needed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- The American Journal of Bioethics
- Topic
- Palliative Care and End-of-Life Issues
- Field
- Medicine
- Canadian institutions
- University of Toronto
- Funders
- Intramural Research Program
- Keywords
- IdeologyPerspective (graphical)Political scienceMedicineFamily medicinePublic administrationEnvironmental healthCriminologyMedical emergencyLawPsychologyPolitics
- Has abstract in OpenAlex
- yes