Movement of Arctic Grayling and Mountain Whitefish during an Open-Cut Pipeline Water Crossing of the Wildhay River, Alberta
Bibliographic record
Abstract
ABSTRACT For 22 days, we tracked the movements of radio-tagged Arctic grayling and mountain whitefish before, during and after the open-cut installation of a natural gas pipeline underneath the Wildhay River, Alberta. During the study, radio tagged fish were often sedentary (40% of daily observations). Most of the recorded daily movements occurred within the first three to four days after surgical implantation of radio-transmitters. Since there was no identifiable avoidance pattern by fish relative to increased sediment load, the few movements by downstream fish related to construction were probably motivated by disturbances such as blasting or equipment movement. The absence of any avoidance response is attributed to the relatively low suspended sediment concentrations during construction, the lack of habitat alteration, and natural events (spring run-off or storm events) causing equal or greater periods of sediment exposure.
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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 | 0.001 |
| 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".