Economic changes, household strategies, and social relations of contemporary Nunavik Inuit
Bibliographic record
Abstract
This article examines current economic practices of the Inuit of Nunavik and the consequences of these practices on social relations. In western societies, recourse to market and increasingly frequent use of money have been identified as major factors related to a decline in household production. These practices are also associated with a reduction of interpersonal dependency and with the emergence of instrumental rationality. In Nunavik, like in many Arctic regions, money and commodities represent an increasing portion of the economic resources of Inuit households. Household production also contributes substantially to their resources. An examination of the Inuit household budget shows a diversity of lifestyles supported by various economic activities and strategies that aim at satisfying material needs of family members. These strategies demonstrate that Inuit are economically rational and make use of monetary calculation. This rationality does not influence all economic behaviours, which are also motivated by traditional values and customary obligations. However, the emergence of diversity in lifestyles indicates the existence of a greater margin of self-determination for individuals.
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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 | 0.000 | 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 | 0.006 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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".