Bibliographic record
Abstract
Coastal cutthroat trout are an important component of British Columbia's freshwater fauna and have a wide distribution in low-lying coastal areas of the province. Few cutthroat systems, however, are routinely monitored in a systematic fashion and the status of many individual populations remains largely unknown. A recent status review for the federal Committee on the Status of Endangered Wildlife in Canada suggests that cumulative development pressures and anthropogenic influence have left many cutthroat populations susceptible to local extirpation. As in other areas to the south, habitat degradation, overharvesting, and negative interactions with introduced fishes have all contributed to declines. The largest impediments to conservation in the province remain the lack of adequate habitat protection, unconstrained land and water use, and an under appreciation of the importance of small streams to trout conservation. While the majority of cutthroat populations in British Columbia are likely stable, those located in the densely populated Georgia Basin appear to be particularly at risk of extirpation and are deserving of additional conservation measures.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 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 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".