Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The magnitude of rapid changes occurring in the Arctic have generated a further inquiry on the role of law and existing legal systems in meeting the many challenges that Northerners, Arctic indigenous peoples and their communities are facing today. On the one hand, we deal with the pluralism of legal orders across the Circumpolar Region which can be valuable to finding innovative solutions for existing issues, and it can be of learning significance to different Arctic jurisdictions. On the other hand, the dominating influence of national legal systems and legal procedures on the regulation of internal and local affairs of the Arctic sub-national entities and their communities raises the question of the role of indigenous legal traditions and practices in various Northern issues and developments. By looking mainly at the example of the Inuit of Canada’s Eastern and Central Arctic (Nunavut), to understand the Inuit law-ways, at the outset, this essay examines some general features of the traditional Inuit legal order. Further, by exploring some principles and aspects that define linkages and interactions between indigenous legal practices and “Western” law in the Arctic, it raises questions that are essential to our better understanding of the value of indigenous law in contemporary issues and developments in the North.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 it