Traditional and monetary resource sharing in an Inuit «Ilagiit»: Socioeconomic relations in Clyde River, Nunavut
Bibliographic record
Abstract
Inuit have adapted to a mixed economy of subsistence hunting and monetary income since centralization into permanent communities. Socioeconomic changes in Nunavut are altering customary patterns of resource sharing. Access to non-traditional capital is now critical to the continuation of Inuit subsistence culture, but is not evenly accessible to everyone in the community. By following the flow of traditional and monetary resources in one ilagiit (extended family) in Clyde River, Nunavut, this research suggests that customary rules of sharing continue to guide the redistribution of traditional resources. However, the sharing of monetary resources is more complex, as the availability of these individualized resources is more constrained. The comparison between a similar study in 1999 and the 2009 study found that changes in the social structure of this ilagiit are complicating their economic organization, yet resource distribution is still guided by the priorities of the subsistence economy.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".