Local knowledge of a unique population of Atlantic salmon: implications for community-based management of recreational fisheries in Newfoundland and Labrador
Bibliographic record
Abstract
[Extract] Recreational fisheries resources have considerable social, cultural, and economic value to the people of the province of Newfoundland and Labrador. The 1991 Survey of Hunting and Fishing in Canada found that the province has the highest rate of participation in recreational fishing in terms of the proportion of the population who participate (38 per cent) and mean number of days fished per year (17.5 days) of all Canadian provinces (Canadian Wildlife Service, 1993). The total gross economic value of Newfoundland and Labrador's recreational fisheries in 1990 was estimated to be $106.4 million (Buchanan et al., 1994). The primary species exploited recreationally in the province are migratory and non-migratory Atlantic salmon (Salmo salar) and brook trout (Salvelinus fontinalis).
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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; 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".