The Rise and Fall of RCMP Community Justice Forums: Restorative Justice and Public Safety Interoperability in Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
RCMP executives and the Canadian government promoted community justice forums (family group conferences) in the late 1990s. They did so because CJFs offered a process consistent with the national community-policing strategy. When this strategy changed, executives cut their support for the program. This paper argues that this “rise” and “fall” was a function of the program's theoretical and procedural alignment with shifting strategies of national governance. This raises a question about the role of restorative forums in Canadian governance. If such programs remain desirable, multi-agency forums (police, public schools, child welfare, immigration) may well align with the nascent governmental framework of public safety interoperability. The paper also considers another possibility: non-state local peacemaking forums. The conclusion discusses potential benefits and limits of these possibilities. It also offers general theoretical observations on the role of alignment in governmental programming.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it