Beluga co-management : perspectives from Kuujjuarapik and Umiujaq, Nunavik
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
The Inuit of Nunavik have always harvested the beluga whale for subsistence purposes.This harvest is socially, culturally, and economically important to the Inuit of Nunavik.In the 1800s the Hudson Bay Company ran a commercial whaling post at the mouth of the Great Whale River.It was during this time that the eastern Hudson Bay beluga summer stock first began to decrease.In the i980s The Department of Fisheries and Oceans (DFO) first began to consider the subsistence harvest by the Inuit too high for the population to recover.They implemented a management strategy that consisted of harvest quotas and seasonal and regional closures.This strategy was implemented with very little Inuit consultation, and therefore is not agreeable to the Inuit of Nunavik.In
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 | 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) | 0.001 | 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 it