Bibliographic record
Abstract
Indigenous peoples of the Arctic are currently faced with a dilemma. On the one hand, the preservation of their customs, the traditional lifestyles and cultural values is closely related to the maintenance of the environmental characteristics of the territories inhabited since time immemorial. On the other hand, the needs of the development of economic activities, represented primarily by the extraction of minerals and exploitation of energy resources, pose new challenges with respect to which the decisions are not taken – as is obvious – only by Arctic indigenous communities, and that may also be important for the natives as a chance to better their overall living conditions (in terms of labor, employment and education, for example). Arctic states have addressed these issues with different legal tools. The latter range from US land claims settlements to recognition of ‘ancestral’ and treaty rights in the constitutional order of Canada, to the creation of Sámi Parliaments in the Nordic countries, or the peculiar rules for the county of Finnmark in Northern Norway, approved in 2005, which give broad powers to the indigenous communities. In turn, the Greenlandic statute of autonomy in force since 2009 did not prevent tensions between the Inuit communities in Greenland and the Danish central authorities regarding the exploitation of natural resources and energy, including uranium. Less adequate, in comparison with the other Arctic states, appears the protection of Sámi in northern Russia, not so much in terms of regulation, but from the point of view of the effective application of existing rules. Anyway, useful legal instruments for effective protection of specific minorities represented by Arctic indigenous peoples can come also from the provisions of the international law of human rights, both that specifically dedicated to the natives and the rules of general human rights. In the light, therefore, of the tensions, but also the opportunities, offered by the exploitation of natural resources, the article examines the legal systems of the Arctic states, with particular attention to the situation of indigenous peoples.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".