Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This judgment of the Women's Court of Canada re-considers the reasons in the 2008 Supreme Court of Canada decision in R v Kapp, though it concurs in the result. The judgment takes particular issue with the Supreme Court's interpretation of section 15(2) of the Canadian Charter of Rights and Freedoms as an independent “saving” provision capable of exempting ameliorative laws and programs from scrutiny under section 15(1), identifying three reasons that this approach cannot stand: (1) the existing interpretation of section 15(2), which treats it as an interpretive provision informing the whole of section 15, is sufficient to protect ameliorative laws and programs from formal equality challenges like the one advanced in this case; (2) the novel approach to section 15(2) established in this case may be inconsistent with substantive equality in cases of under-inclusiveness and discriminatory effects; and (3) the Court's reading of section 15(2) in this case improperly displaces section 1 of the Charter in cases involving allegedly ameliorative laws or programs. The judgment concludes that the interpretive approach to section 15(2), which views this section as informing the overall section 15 promise of substantive equality, ought to be maintained. Finally, the judgment offers a brief critique of the Supreme Court's obiter comments on section 15(1) of the Charter, calling into question the narrow approach to discrimination suggested by the two-part test adopted in Kapp.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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)
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 it