Canadian Supreme Court upholds right to take out private health insurance
Bibliographic record
Abstract
A surprise ruling of the Supreme Court of Canada that struck down a Quebec prohibition on private health insurance in that province has raised fears that a two tier health care system will arise to replace the whole country's universal publicly funded system. Until now, Canadians have not been allowed to buy health insurance to cover services provided by the publicly funded system, even though there are long waits for some of these services. The decision of the court is likely to result in residents of other provinces also challenging the ban. The court judgment was given in a case brought by Jacques Chaouilli, a Quebec doctor whose patient, George Zeliotis, had waited nearly a year for hip replacement surgery. Dr Chaouilli and Mr Zeliotis argued that Quebec's ban on buying private insurance for services already covered by the public …
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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 | 0.005 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.025 | 0.007 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.019 | 0.016 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".