Expanding the ‘Dialogue’ Debate: Federal Government Responses to Lower Court Charter Decisions
Bibliographic record
Abstract
The inter–institutional dynamics between courts and elected governments under the Canadian Charter of Rights and Freedoms have recently, and widely, been characterized as a "dialogue" over constitutional meaning. This article seeks to expand the systematic analysis of "dialogue" to lower courts of appeal, using Canadian federal government responses as a case study. In the process, the article clarifies the hotly debated operational definition of this metaphor, and develops two methodological innovations to provide a comprehensive measure of dialogue. The article's findings suggest that there is more dialogue with lower courts than with the Supreme Court of Canada. However, the evidence indicates that dialogue in the form of government appeals to higher courts–which explicitly signal the government's disagreement with the lower court–is as prevalent as legislative sequels, and the dominant form following judicial amendment.
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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 | 0.018 | 0.035 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.035 | 0.030 |
| Scholarly communication | 0.019 | 0.008 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.011 | 0.008 |
| Insufficient payload (model declined to judge) | 0.004 | 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".