Bibliographic record
Abstract
Aboriginal self-government is changing the governance landscape in Canada. This paper focuses on a little-studied aspect of aboriginal self-govern¬ment arrangements, namely the horizontal dispersion of power among non-gov¬ernmental institutions in the policy process. Nunavut, the Canadian territory created in 1999, offers a good example of this horizontal power dispersion. The Government of Nunavut is the only Canadian public government stemming from a land claim agreement. This creates a special set of obligations and entrenches a horizontal multilevel governance model, with a unique model of governance between a public government, the government of Nunavut (GN), that serves a pre¬dominantly Inuit population, and a nonprofit beneficiary organization, Nunavut Tunngavik Inc.(NTI), representing the Inuit of Nunavut. In this paper we map out the authority and legitimacy of these levels of governance and the impacts of this system on Nunavut public policies and access to resource development revenues.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.012 | 0.020 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| 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".