Inuit harvesting levels of caribou in the Kitikmeot Region, Northwest Territories,
Bibliographic record
Abstract
in the Kitikmeot (Central Arctic) Region of the Northwest Territories since October 1982 through a cooperative effort between the Kitikmeot Hunters and Trappers Association and the Department of Renewable Resources. During the first 2 years of the study about 640 active hunters in 7 communities, or 20 % of the Inuit population, were included. Local fieldworkers contacted an average of 80 % of all hunters each month. The estimated regional harvest between October 1982 and September 1984 was 18 827±260 (SE) caribou. In the reported harvest (n=12 969), bulls dominated (54%) followed by cows (32%) and juveniles (<15 months old; 14%). The successful hunters harvested on the average 3.5 caribou/hunter/month. When extrapolated over the total Inuit population in the Region, the estimated caribou harvest was equivalent to an annual harvest of 3.1 caribou/person. This harvest level was relatively consistent between communities and years.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".