The Attorney General, Politics, and the Public Interest: Contributions to an Evolving Constitutional Convention
Bibliographic record
Abstract
Abstract The prosecutorial independence of the Attorney General (AG) is a firmly established constitutional convention in Canada, but it is also an evolving convention, subject to ongoing contestation and debate. This article is a contribution to that debate. It defends a normative constitutional framework wherein the AG’s authority to make final decisions in matters of criminal prosecution is balanced against a corresponding duty to consult with cabinet and the prime minister on the public interest implications of prosecutorial decisions when the circumstances warrant. Within this normative framework, respectful contestation and debate amongst ministers, the prime minister, and the AG in determining the public interest merits of prosecution is welcomed, even encouraged, and if conducted with the requisite integrity, objectivity, and transparency, it is regarded not as a threat but as a valuable check and balance on AG independence and an indispensable form of quality control on the exercise of prosecutorial discretion.
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 | 0.057 | 0.041 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.019 | 0.112 |
| Scholarly communication | 0.043 | 0.014 |
| Open science | 0.004 | 0.009 |
| Research integrity | 0.020 | 0.022 |
| Insufficient payload (model declined to judge) | 0.003 | 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".