United States Reaches Agreement to Limit Arctic Fishing
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
On November 30, 2017, the United States concluded negotiations on an agreement to limit fishing in the Arctic, titled the Agreement to Prevent Unregulated High Seas Fisheries in the Central Arctic Ocean. Delegations from the European Union and nine countries—Canada, China, Denmark with regard to Greenland and the Faroe Islands, Iceland, Japan, Norway, Russia, South Korea, and the United States—participated in the negotiations, which began in December of 2015. According to a statement made by the U.S. State Department: The Agreement will prevent unregulated commercial fishing in the high seas portion of the central Arctic Ocean, an area that is roughly 2.8 million square kilometers in size, roughly the size of the Mediterranean Sea. Commercial fishing has never been known to occur in this area, nor is it likely to occur in the near future. However, given the changing conditions of the Arctic Ocean, the governments in question developed this Agreement in accordance with the precautionary approach to fisheries management.
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 | 0.001 |
| 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 it