The Treatment of Aboriginal Children in Canada: A Violation of Human Rights Demanding Remedy
Bibliographic record
Abstract
This article examines two problems faced by the Canadian population: the current conditions of Aboriginal children and the lack of concrete course of action established to improve the dire conditions and lack of access to basic resources. This article proposes that a human rights framework can be utilized to address the disparities between Aboriginal and non-Aboriginal children in Canada. An integrated human rights framework acknowledges the complexity of the relationship between universal, natural and legal rights and provides a system of accountability to track the quality and success of the improvements made by the government of Canada. Due to the complex and systematic nature of the problem, a human rights framework provides a way to supplement the treaties and agreements that the government of Canada has often used as reasons for not taking responsibility. This paper concludes that an integrated human rights framework is an effective way to address the significant gaps between Aboriginal and non-Aboriginal children in terms of access and funding for social, health and educational services.
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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 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.011 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 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".