Burbot: Ecology, Management, and Culture
Bibliographic record
Abstract
Abstract.—Native burbot <em>Lota lota </em>in the transboundary Kootenai basin (spelled Kootenay in Canada) were once abundant and provided an important subsistence, social, sport, and commercial fishery for people in the states of Idaho and Montana, USA and the province of British Columbia, Canada. However, due to changes in the ecosystem over the last half century (dam and levee construction, habitat alteration, nutrient loss, and fish community composition shift), the burbot population in the Kootenai basin collapsed. Through the Kootenai Valley Resource Initiative, the Kootenai Tribe of Idaho facilitated a collaborative process to prepare and implement a conservation strategy to restore the burbot population. The Kootenai Valley Resource Initiative includes representation from the county, municipal, and tribal governments, as well as a diverse group of individuals representing business, agricultural, social, cultural, and conservation interests and federal and state agency participants. By building consensus through the development of the conservation strategy, actions have been identified and agreed upon that will guide rehabilitation of the burbot population and the habitat upon which it depends, while maintaining a strong level of community support.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 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 teacher head, 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".