Assessment of stocking effectiveness of hatchery-reared age-0 and age-1 masu salmon smolts through a fish market survey in Hokkaido
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
Enhancement strategies for masu salmon Oncorhynchus masou have been developed during the last 20 years in northern Japan. The introduction of age-1 smolts is regarded as the most effective method although age-0 smolts are produced experimentally by accelerated incubation and rearing at the Hokkaido Fish Hatchery. In this study, we estimated recoveries of hatchery-reared age-0 and age-1 masu salmon smolts through a two-stage sampling survey of commercial landings in western Hokkaido, Japan. Recovery rates ranged between 0.1 and 4.5% for age-0 smolts and 0.2 and 3.5% for age-1 smolts. Increased smolt weight at release had positive effects on recovery rates of age-1 smolts, and increases in condition factor had negative effects on the recovery rates of age-0 smolts.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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