Bibliographic record
Abstract
In this paper, Diana Majury looks at the Supreme Court of Canada’s recent s.15 decision, R. v. Kapp, in a preliminary exploration of the different understandings of equality she sees operating in three different sites (the Supreme Court, equality advocates, and the general public). She looks at the first two sites simultaneously by offering her equality advocate’s critique of the Kapp decision, outlining where the decision falls short of the substantive equality that equality advocates have been theorizing and promoting. She then looks at media responses to the decision, responses that almost unanimously present a formal equality understanding of equality. Recognizing that media coverage provides only a very limited and partial window on public perceptions, the media coverage of Kapp nonetheless raises the spectre that the general public understands equality only to mean formal equality. This conclusion highlights the importance of Rose Vyovodic’s work in combining equality and public education and the need for that work to be continued and expanded.
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.
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 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.014 | 0.018 |
| Scholarly communication | 0.022 | 0.017 |
| Open science | 0.001 | 0.013 |
| Research integrity | 0.006 | 0.010 |
| Insufficient payload (model declined to judge) | 0.029 | 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".