Structural Violence Perpetrated Against Indigenous Peoples in Canadian Criminal Courts: Meta- Analytic Evidence of Longstanding Sentencing Inequities
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
Social justice entails opposing discrimination and working towards eliminating structuralviolence. The problem of overrepresentation of Indigenous peoples across Canada’s criminaljustice system, a site of structural violence, has persisted for decades. Most studies uncoveredthrough this review and meta-analysis indicated Indigenous disadvantage in criminal sentencing.Specifically, Indigenous peoples were at much greater risk of receiving punitive sentences thannon-Indigenous people. Additionally, the disparity was observed to be significantly greateramong women than men. This synthesis also elucidated the paucity of data and research relatedto Indigenous peoples’ involvement with the court system. Implications and future researchneeds are discussed.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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