The right to minority language public school education as a function of the equality guarantee: a reanalysis of the<i>Gosselin</i>Supreme Court of Canada Charter case
Bibliographic record
Abstract
This paper concerns a recent Supreme Court of Canada decision dealing ostensibly with the protection of language minority rights. The case, in fact, however, concerns the Court imposing statutory limits on constitutionally guaranteed equality and liberty rights. The Court in the instant case held as constitutional Quebec legislation permitting access to English language schools only to children who have received, or are receiving the majority of their instruction in English in Canada, or whose parents received the majority of their instruction in English in Canada at the primary school level. The appellants, members of the French majority in Quebec, could not meet those eligibility criteria. Therefore, they were held to have no right to access English language public schools for their children. The ruling, as discussed, is inconsistent with the equality and liberty guarantees as well as the minority language protection clause of the Canadian Charter of Rights and Freedoms.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.015 |
| Scholarly communication | 0.013 | 0.003 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".