A Comparison of Nisga’a Self-Government and International Standards of Indigenous Self-Determination
Bibliographic record
Abstract
The paper concentrates on the right to self-determination of indigenous peoples on the basis of the Nisga’a Nation. The author analyzes the most important provisions of the Nisga’a Final Agreement, in particular those envisaging self-determination of the Nisga’a Nation. Then the author briefly examines the Nisga’a Constitution which may be regarded as a means to implement the Nisga’a Final Agreement. It shows how the Nisga’a selfgovernance model fits into the provisions on self-determination of indigenous peoples. The thesis of this paper is that the Nisga’a self-governance is consonant with international legal standards expressed in the UN Declaration on the Rights of Indigenous Peoples. Nisga’a selfgovernment model is much more than just cultural autonomy: it actually amounts to political autonomy. This subject is worth exploring because it may serve as a pattern to be followed with reference to other indigenous peoples, not only in Canada.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.010 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".