A Study in Institution Building for Dene Governance in the Canadian North: A history of the Development of the Dene National Office
Bibliographic record
Abstract
For greater di scussions of rights and political history, we examine institution building for Aboriginal governance in the north by the Dene. The Dene Nation is a national northern Aboriginal organization that has, in turn, spawned several institutions and process for Aboriginal governance in the Canadian North. This study explains the institutional development of the Dene, in particular the Dene Nation and the Dene National Office, which have been for more than 30 years vehicles for the advancement of Treaty and Aboriginal rights implementation in Denendeh (Northwest Territories -N WT). This descriptive analysis begins with a discussion of the origins of Dene national identity, reflected in the story of Yamoria. Originally named the National Indian Brotherhood-NWT upon its creation in 1969, the national office has brought both the distinct regional and national concerns of Dene to national and international attention. As an organization, it has carried forward various processes that supported Dene governance including the Dene/Metis Land Claims, negotiations of the 1970s and 1980s, regional Land Claims and Self-Government Agreements, and a rejuvenated collectivism.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.036 | 0.032 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".