Bibliographic record
Abstract
Shortfin makos (Isurus oxyrinchus) are a high-value by-catch of pelagic longline fisheries off the eastern coast of Canada. Annual catches in Canadian waters average 60-80 mt per year. Therefore, Canadian catches represent but a small part of that for the North Atlantic population as a whole. A standardized catch rate series was developed based on observed foreign tuna fleets fishing within Canadian waters and the Canadian swordfish fleet. There was no consistent trend in abundance since 1996 based on the standardized catch rate analysis. RÉSUMÉ Le requin taupe bleue (Isurus oxyrinchus) est une espèce accessoire de grande valeur au sein de la pêcherie palangrière pélagique qui opère au large de la côte Est du Canada. Les prises annuelles réalisées dans les eaux canadiennes s’élèvent en moyenne à 60-80 t par an. Par conséquent, les prises canadiennes ne représentent qu’une faible part de cela pour l’ensemble de la population nord-atlantique. Une série standardisée de taux de capture a été élaborée sur la base des flottilles thonières étrangères ayant une couverture d’observateur et pêchant dans les eaux canadiennes et de la flottille canadienne ciblant l’espadon. Depuis 1996, l’abondance n’a pas dégagé de tendance cohérente, sur la base de l’analyse du taux de capture standardisé. RESUMEN El marrajo dientuso (Isurus oxyrinchus) es una captura fortuita de gran valor de la pesquería de palangre pelágico en aguas de la costa oriental de Canadá. Las capturas anuales en aguas canadienses alcanzan una media de 60-80 t por año. Por lo tanto, las capturas canadienses representan sólo una pequeña parte de las capturas de la población del Atlántico norte en su conjunto. Se desarrolló una serie de tasas de captura estandarizadas basándose en las flotas atuneras extranjeras observadas que pescan en aguas canadienses y en la flota canadiense dirigida al pez espada. Basándose en el análisis de la tasa de captura estandarizada no existía una tendencia coherente en la abundancia desde 1996.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.573 | 0.374 |
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".