An Evaluation of Bigmouth Buffalo (Ictiobus cyprinellus) and Common Carp (Cyprinus carpio) Association within the Qu'Appelle River System and its Implications for Species Conservation
Bibliographic record
Abstract
Bigmouth buffalo (Ictiobus cyprinellus) is a fish species at risk in the Qu’Appelle River system of Saskatchewan, Canada. Little is known about their behaviours or how they have been impacted by the introduction of invasive common carp (Cyprinus carpio) into the system. As such, I had several main objectives within my study: 1) to determine the large-scale movements of bigmouth buffalo; 2) to assess whether bigmouth buffalo and common carp associate within Buffalo Pound Lake; 3) to determine which environmental factors (if any) affected the habitat selection of either species; and 4) to report other findings that may be relevant for species management. I captured and surgically implanted bigmouth buffalo and common carp with acoustic telemetry tags and recorded their movements. I then modeled my findings using R to determine association and the effect of environmental factors on their habitat selection. I found that bigmouth buffalo captured in Buffalo Pound Lake did not move throughout the Qu’Appelle River, and instead preferred to remain within the lake itself. Common carp left the lake during spawning to go upstream to a known spawning site, but bigmouth buffalo did not. I also discovered that outside of the May spawning period, the two species do not typically associate. Instead of spending more time in the shallows as we would expect, bigmouth buffalo were instead found in more open waters, while carp preferred the warm shallows. Even in the winter when overwintering space is limited, the two species did not associate. Both macrophyte presence and daily maximum noise had negative effects on habitat selection. Daily mean temperature did also have an effect, though this effect changed depending on the region of the lake. As temperature is consistent throughout the lake, it may be an indicator of some behavioural difference or instance of competition between the two species. Overall, I found that there is a possibility that competitive exclusion may be occurring. However, further research must be done to conclusively determine whether this is the case. Particularly as bigmouth buffalo are not recruiting as much and grow much slower than common carp do, which may lead to local extirpation once the population becomes too old.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".