Intersections and Roads Untravelled: Sex and Family Status in Fraser v Canada
Bibliographic record
Abstract
It has been a long road to the judicial recognition of women’s inequality under the Cana‑ dian Charter of Rights and Freedoms.1 The Supreme Court of Canada ruling in Fraser v Can‑ ada is significant for being the first decision where a majority of the Court found adverse effects discrimination based on sex under section 15,2 and it was only two years prior that a claim of sex discrimination in favour of women was finally successful at the Court,3 almost 30 years after their first section 15 decision in Andrews v Law Society of British Columbia. 4 1 Part I of the Constitution Act, 1982, being Schedule B to the Canada Act 1982 (UK), 1982, c 11 [Charter], s 15. 2 Fraser v Canada (Attorney General), 2020 SCC 28 [Fraser]. 3 Quebec (Attorney General) v Alliance du personnel professionnel et technique de la santé et des services sociaux, 2018 SCC 17 [Alliance] (majority found sex discrimination under s 15 and rejected the government’s justification argument under s 1 in the pay equity context). See also Centrale des syndicats du Québec v Quebec (Attorney General), 2018 SCC 18 [Centrale] (majority found violation of s 15 but accepted the government’s s 1 argument, also in the pay equity context). For comments on these decisions see Fay Faraday, “One Step Forward, Two Steps Back? Substantive Equality, Systemic Discrimination and Pay Equity at the Supreme Court of Canada” (2020) 94 SCLR (2d) 301; Jonnette Watson Hamilton & Jennifer Koshan, “Equality Rights and Pay Equity: Déjà Vu in the Supreme Court of Canada” (2019) 15 JL & Equality 1. See also British Columbia Teachers’ Federation v British Columbia Public School Employers’ Association, 2014 SCC 70 (a one-paragraph decision restoring an arbitrator’s award allowing a s 15 employment benefits claim by women); Newfoundland (Treasury Board) v NAPE, 2004 SCC 66 (finding a violation of s 15 but accepting the government’s s 1 argument, again in the pay equity context).4 [1989] 1 SCR 143, 56 DLR (4th) 1.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.045 | 0.011 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.008 | 0.013 |
| Insufficient payload (model declined to judge) | 0.011 | 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".