Indigenous Youth Conflict Intervention: The Transformation of Butterflies
Bibliographic record
Abstract
The purpose of this article is to discuss the impacts of structural violence and its effects on Indigenous Peoples using Aboriginal People – The Indigenous Peoples of Canada, and the Canadian education system as the context for discussion. Due to the root causes of conflict and the nature of violence in Aboriginal contexts being structural, working towards positive peace based on a concept of human security is the best approach to managing Aboriginal youth violence. This approach is conducive to building a culture of peace which is consistent with Indigenous traditions. Alternative methods of formal education should be considered in Aboriginal / Indigenous contexts. These methods should be grounded in the traditions of local Indigenous groups providing a safe space for rediscovery and identity negotiation between tradition and contemporary society. The ability for Indigenous peoples to further their formal education has a profound impact on long term peace building activities. The link between education, poverty, and violence must be of primary consideration when designing peace building activities where Indigenous Peoples are involved.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".