Bibliographic record
Abstract
Abstract With the patriation of the Constitution in 1982, the Supreme Court of Canada (SCC) inherited extraordinary political powers. In response to the Court's expanded power of judicial review, there was a sizeable increase in the number of political actors “intervening” in SCC cases. Scholars of Canadian law and politics are deeply divided on whether civil society participation in the courts—particularly as intervenors—is democratically legitimate. This important debate cannot be settled without an empirical evaluation of who intervenes. This research note provides an analysis of all the Charter cases heard by the SCC between 2013 and 2021. In contrast to the field's dominant theory on interest-group legal mobilization—the Court Party thesis—the findings reveal that equity-deserving interest groups, such as those representing women, have an irregular presence in Court. Instead, powerful actors such as governments and legal associations make up a majority of the “repeat player” intervenors. While further research is warranted, the research note concludes that without the maintenance of sufficient support structures, intervention may be unable to perform a democratizing function.
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 | 0.009 | 0.036 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.030 | 0.011 |
| Scholarly communication | 0.012 | 0.002 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 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".