Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract A short review is presented on the major factors contributing to recent precipitous declines in populations of wild Atlantic Salmon Salmo salar, with the approach of describing the major needs for stabilizing or enhancing factors to conserve and reverse the decline of salmon populations and incidentally of other salmonid species. Some aspects of physiology and required habitat characteristics through the life history of Atlantic Salmon are reviewed that determine responses to degradation of habitats. Anthropogenic developments, including obstructions to migration and degradation of freshwater habitats, are major reasons for declines in the resource. Thus, habitat is a primary factor to be considered in conservation and restoration. Socioeconomic considerations may override ecological and public interest concerns, and examples are given from Canada, where environmental regulations have been relaxed in favor of economic interests. Public education and awareness and advocacy in order for political “will” for better conservation of the resource are required to slow, and eventually stop, the decline in Atlantic Salmon populations.
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.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it