Public Order Policing: a Proposal for a Charter-compliant Legislative Response
Bibliographic record
Abstract
This article offers a brief response to the Final Report of the Public Order Emergency Commission by two authors who provided expert reports to the Commission. We focus on Commissioner Rouleau’s recommendation that the provinces and the federal government create a “major event management unit” to ensure “integrated command and control” of large events, and that governments clarify the scope of police power to create exclusion zones and to impose other limits on protest and assembly. We argue that nothing short of legislation on point would suffice to address problems of coordination among police agencies and the lack of clarity on public order police powers that arose in Ottawa and in other large events over the past two decades. We emphasize the need for public order legislation to address and protect the Charter rights of protestors, especially and including freedom of peaceful assembly.
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 | 0.174 | 0.173 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.006 |
| Bibliometrics | 0.008 | 0.004 |
| Science and technology studies | 0.018 | 0.027 |
| Scholarly communication | 0.034 | 0.021 |
| Open science | 0.014 | 0.016 |
| Research integrity | 0.096 | 0.053 |
| Insufficient payload (model declined to judge) | 0.013 | 0.007 |
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".