Theorising Rights-based Restorative Justice: The Canadian Context
Bibliographic record
Abstract
Abstract This paper investigates theoretical and practice intersections in Canada between the principles and provisions of the UN Convention on the Rights of the Child, and the UN's Basic Principles on the Use of Restorative Justice in Criminal Justice Matters. We undertook this exploratory study from a transdisciplinary standpoint and utilised grounded theory methodological and analytical procedures throughout; data include legal and policy documentary analyses along with eight key informant interviews. Findings indicate that CRC implementation has been impeded by myopic disciplinary approaches that have dissolved its constituent principles by isolating them from its provisions. Young people's human rights are languishing within Canadian juvenile justice contexts, and thus, historical efforts to build an ecosystem of rights-respecting communities in that nation are being compromised. The paper concludes with a reiteration of a CRC implementation model which articulates the balance amongst participation, protection and power relations.
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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 | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.035 | 0.064 |
| Scholarly communication | 0.015 | 0.006 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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".