The Importance of Effective Access to Justice for Charter Violations and the Role of the Court Challenges Program
Bibliographic record
Abstract
This paper argues that the Canadian Charter of Rights and Freedoms can only deliver on its promises when those who benefit from its guarantees are able to challenge government action in courts. This is true both in considering the Charter as a constitutional document and as a human rights instrument. As such, we must be concerned about whether rightsholders have effective access to the courts to bring such cases, particularly given the long-term crisis in access to justice in Canada. Finding that access is often out of reach, the paper then considers the role that the Court Challenges Program, a publicly funded not-for-profit organization that provides funding to groups and individuals seeking to bring Charter challenges, can and does play in creating pathways for accessing Charter justice.
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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 | 0.011 | 0.038 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.019 | 0.028 |
| Scholarly communication | 0.021 | 0.010 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.017 | 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".