2008 Annual Report to the Western and Central Pacific Fisheries Commission
Bibliographic record
Abstract
Catch, effort and catch per unit of effort (CPUE) data for the Canadian albacore tuna (Thunnus alalunga) fishery in the WCPFC Convention Area for 2007 is summarized in this document (SC4-AR-WP-3). The Canadian is a troll fishery that uses tuna jigs. One Canadian-flagged vessel actively fished in the WCPFC convention area in 2007 between 38-41°S and 130-167°W. No effort or catch were reported from the convention area north of the equator. Preliminary estimates of 2007 catch and effort within the WCPFC convention area are 36.5 mt and 56 vessel-days (v-d), respectively, which represent a 73 % decline in catch and a 47 % decline in effort relative to 2006. The total Pacific albacore tuna catch from 2002–2007 by the Canadian albacore
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.084 | 0.037 |
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 source (direct Gemma or distilled Codex), 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".