Brown trout spawning habitat selection preferences and redd characteristics in the Credit River, Ontario
Bibliographic record
Abstract
Brown trout Salmo trutta redds in the Credit River, Ontario, were enumerated and assessed for physical, location and cover feature characteristics during the 2002 spawning season. Hydraulic habitats were classified on the basis of channel morphology and availability recorded. Combined use and availability data were used to assess habitat selection preferences and test for significant differences. Significant preferences for upstream pool and riffle habitat were found, but all available habitat types were used to some degree. Non‐preferred habitat redds were significantly larger than those located in preferred habitats and more likely to be found in association with woody debris cover. Larger redds were interpreted as indicative of larger fish. The use of non‐preferred downstream habitats by larger fish was further interpreted in the context of overwinter habitat requirements to reflect possible trade‐offs between reproductive and adult over‐winter survival requirements resulting in the selection of habitat for multiple life‐history functions. Results suggest that redd density alone should not be used to infer critical autumn habitat requirements for brown trout.
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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) | 0.000 | 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 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".