Bibliographic record
Abstract
The topic of judicial activism in Canada generates considerable disagreement. At a recent conference, retired Supreme Court of Canada Justice John Major stated that “there is no such thing as judicial activism in Canada.”1 In 2001, speaking in his capacity as the Canadian Alliance’s Justice critic, the current federal Minister of Justice and Attorney General, Vic Toews, told Parliament that the Supreme Court has “engaged in a frenzy of constitutional experimentation that resulted in the judiciary substituting its legal and societal preferences for those made by the elected representatives of the people . . . [producing] legal and constitutional anarchy.”2 One prominent constitutional scholar fears that the debate on judicial activism in Canada has begun to produce excessive judicial deference that allows legislatures and officials to act without scrutiny by the judiciary concerning the effects of state action on vulnerable minorities.
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 | 0.007 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.025 | 0.018 |
| Scholarly communication | 0.019 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.008 | 0.012 |
| Insufficient payload (model declined to judge) | 0.019 | 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".