North Pacific Ocean, Oncorhynchus spp., Pacific salmon, run estimates Estimates of Annual Salmon Runs from the North Pacific, 1951–2001
Bibliographic record
Abstract
The annual runs of adult salmon (Oncorhynchus spp.) to North America and Asia have been estimated from num-bers of fish in catches and escapements, or catches and estimated rates of exploitation (Rogers 1987). Russian catches reported in metric tons were converted to num-bers by applying average weights reported in INPFC Sec-retariat (1979). This may result in underestimation of the larger Asian pink and chum salmon runs if competition resulted in smaller body size. Since 1992, Russia has pro-vided salmon escapements from surveys. Russian and Canadian runs for 1992–2000 are from North Pacific Anadromous Fish Commission documents, and very pre-liminary 2001 statistics are from agencies. Pink salmon escapements in Southeast Alaska have been revised (aerial index increased by 2.5) to agree with recent ADF&G sta-
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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; both teacher heads agree on what is shown here.
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".