Marine mamal conservation governance in the Arctic
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
In the Arctic, marine mammals have been hunted for centuries, if not millennia.In Alaska, Arctic Canada, Greenland, Iceland, Norway and Russia, marine mammals have contributed to the subsistence of the people residing in the frosty realms of the North.for management purposes.Marine mammal hunts, i.e. the hunts for cetaceans, seals, polar bears, or sea otters, have been regulated on a regional and local level.The first such regulatory agreement was the Jan Mayen Seal Fishery Treaty, which was concluded between Germany, Britain, the Netherlands, Norway and Russia in 1875.This treaty was an alignment of hunting activities between the signatories at Jan Mayen in the North Atlantic).In order to avoid overexploitation of the seal herds, hunting was to take place at specific times and at specific locales.
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 | 0.000 | 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) | 0.025 | 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