Bibliographic record
Abstract
Norwegian Kroner ($40). Can be ordered from Norsk Polarinstitutt, Polarmiljsenteret, NO-9296, Troms, Norway or by e-mail at sales@ npolar.no-TheBarents Sea is one of the most important areas for marine birds in the world, both in terms of diversity and abundance.Over 7 million pairs of marine birds of some 40 species breed there, and many of those stay to feed during the nonbreeding season.The region has suffered many environmental insults in the past, and the future holds the distinct possibility of offshore oil and gas development, and increased ship traffic if the Northern Sea Route across Arctic Europe opens up.Thus, there is much to warrant an account of this European Arctic hotspot.Thankfully, marine bird specialists from Norway and Russia have obliged.After extensive collaboration over the past 10 years, they have produced this marvelous book on the status of marine birds in the Barents Sea region, which covers the Barents Sea proper, the Norwegian Sea north of the Arctic Circle, portions of the Greenland Sea and Arctic Ocean west and north of Svalbard and Franz Josef Land, and the entire White Sea.
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.
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 | 0.000 | 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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".