Claims-Based Co-management in Norway's Arctic? Examining Sami Land Governance as a Case of Treaty Federalism
Bibliographic record
Abstract
Abstract Around the world, Indigenous peoples seek increased control of traditional lands. In northern Canada, such control may be afforded by claims-based co-management regimes. Such regimes are a common, and sometimes celebrated, component of treaty federalism. In Norway, Europe's only Indigenous people, the Sami, now participate in a land-management regime: the Finnmark Estate (FeFo). We explore whether FeFo is, in effect, claims-based co-management and whether Sami thus enjoy the sort of guaranteed shared rule envisioned in treaty federalism. We compare FeFo to Canadian co-management in three dimensions: novelty, independence and Indigenous influence. We conclude FeFo is indeed claims-based co-management. But FeFo falls short of the treaty-federal ideal, for reasons possibly including bureaucratic capture, fragile legitimacy, conflicting interpretations of the Sami interest and conflicting views on the merits of shared rule.
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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 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.017 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 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".