Cree Hunters’ Observations on Resources in the Landscape in the Context of Socio-Environmental Change in the Eastern James Bay
Bibliographic record
Abstract
This article examines the understanding of Cree hunters in relation to shifts in landscape resources and in particular the availability of two key subsistence wildlife species (i.e. Canada geese and woodland caribou) as a result of climatic and socio-environmental changes and their subsequent impacts on Cree subsistence activities and Cree culture. These results are based on questionnaires and interviews conducted among Cree hunters of the Eastern James Bay. Findings indicate that a number of Cree are concerned with changes in the physical landscape, in sociocultural and intergenerational dynamics as well as shifts in wildlife distribution, which are impacting their ability to use the land and to maintain traditional subsistence activities. This research provides a deeper understanding of current and future trends in the Cree's relationship with landscape resources in the context of continuing change, necessary to future development of appropriate adaptation and landscape planning strategies to cope with occurring changes.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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".