Nanuk of the Torngats: Human–Polar Bear Interactions in the Torngat Mountains National Park, Newfoundland and Labrador, Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Visitors to Canada's newest national park, Torngat Mountains National Park (TMNP), currently consist of reporters, researchers, tourists, and local Inuit from both Nunatsiavut in northern Labrador and Nunavik in northern Quebec. The national park features spectacular scenery and several types of charismatic mega-fauna, including caribou, whales, and polar bears. Isolated and difficult to access, the park's current approach to managing human–bear interactions, the backbone of which is trained Inuit guides and bear-monitors, has been quite effective. However, as traditional activities by Inuit, and the number of visitors and types of tourists to the area increases, there may be a need by the park management to re-examine current polar bear management strategies. Keywords: aboriginalindigenousparksprotected areaswildlife management
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it