Application of Restorative Justice Theory in Aboriginal Criminal Justice Process in Canada: An Analysis
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
Aboriginal is the first nation in Canada. Their beliefs and behaviour, culture and tradition, and the socioeconomic process are different from traditional contemporary Canadian. Thus they do not believe traditional litigation or win-lose contest of criminal justice process rather prefer the resolution by understanding. The Canadian traditional criminal justice system comes from western approach; therefore, this system is a mismatch with aboriginal traditional culture and value. There is a significant difference between the aboriginal justice process and predominant traditional criminal justice process exist in Canada. Canadian traditional criminal justice system does not acknowledge specialized aboriginal background. As a result, contemporary Canadian criminal justice system cannot ensure the aboriginal's right. Therefore, the different study shows that the alternative criminal justice system is urgently needed for Canadian aboriginal people. This alternative criminal justice system is referred here as Restorative Justice (RJ) process.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 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