Socioenvironmental changes in two traditional food species of the Cree First Nation of subarctic James Bay
Bibliographic record
Abstract
Socioenvironmental changes in Canada’s northern regions are likely to have wide-ranging implications for the health of its residents. Aboriginal communities are among the first to face the direct impacts of changes, as their lifestyles tend to be more closely tied to and reliant upon the natural environment. Based on field research, this paper documents observations of socio-environmental changes made by members of the Cree Trappers Association (CTA) of the Cree of Eeyou Istchee (the traditional homeland of the Cree located in the eastern James Bay area). It also analyses their impact on hunting behaviour and consumption levels associated with two traditional food species – the Canada Goose and the woodland caribou. CTA members are witnessing changes in animal behaviour and the migration patterns of species. These in turn are affecting the consumption of traditional food, causing dietary changes at the society level, and, ultimately, impacting on human health and overall well-being.
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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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".