Pacific Salmon: Ecology and Management of Western Alaska’s Populations
Bibliographic record
Abstract
<em>Abstract.</em>—Watersheds in the Pacific Northwest have been the site of conflicts over access to salmon by commercial, aboriginal, and recreational groups, as well as conflicts among salmon users and other users over how to protect or restore salmon habitat, maintain a sustainable harvest rate, and define research priorities. Watershed and salmon users have sometimes chosen to form partnerships to solve common problems, making the conservation or sustainable management of salmon their central objective. Through examining a British Columbia example which illustrates principles of successful collaborative partnerships, as well as some failures to apply these principles, I consider what aspects of the Canadian experience might contain instructive precautionary lessons relevant to the Arctic-Yukon-Kuskokwim area. Five critical key conditions identified from this examination needed for successful partnerships include: (1) clarification of the role of government as a sponsor (funder) but not a convenor of the partnership, (2) a Memorandum of Understanding clearly spelling out the goals, the rights and duties devolved to partnership bodies, and government commitment not to violate them, (3) fishermen involvement in, and oversight of, all aspects of citizen science, including data collection, analysis of data, creation of fishing plans, monitoring and enforcement of adherence to the fishing plans, research, agenda setting, and (5) sufficient time for parties to develop trust in the process and other parties.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".