The United Nations Declaration on the Rights of Indigenous Peoples and Canadian Law
Bibliographic record
Abstract
Abstract This chapter begins with a brief history of the Canadian government’s mistreatment of Indigenous people and an overview of the legal frameworks governing Indigenous rights in Canada. Broadly speaking, aboriginal rights are sui generis, or unique, rights held by aboriginal peoples ‘by reason of the fact that aboriginal peoples were once independent, self-governing entities in possession of most of the lands now making up Canada’. Treaty rights arise from treaties or land agreements between Indigenous groups and the Canadian government. The chapter then presents a background of the United Nations Declaration on the Rights of Indigenous Peoples (UNDRIP), focusing on its core principles of free, prior, and informed consent (FPIC) and the corresponding duty to consult. It also examines potential issues and tensions that may arise in adopting UNDRIP as domestic law in Canada. Finally, the chapter looks ahead and discusses strategies to build partnerships between Indigenous groups and the Canadian government as a path forward to achieving reconciliation.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.022 | 0.005 |
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".