Some effects of the cestode Schistocephalus solidus on the threespine stickleback Gasterosteus aculeatus
Bibliographic record
Abstract
A population of threespine sticklebacks (Gasterosteus aculeatus) infected with the cestode parasite S. solidus was studied to determine the effects of the parasite on stickleback reproductive. success, mortality rates, and swimming ability. The S. solidus infection increased stickleback mortality rates in 'natural' mortality, and in stressed mortality (low oxygen, high temperature) experiments. Infections of S. solidus at intensities of 30% of the stickleback body weight or greater, clearly affect the sticklebacks ability to swim. How infections at this or lesser levels effect predation on parasitized sticklebacks was not established. The effects of S. solidus on stickleback reproductive success were found to be minimal in this study, chiefly because the stickleback breeding season is essentially complete before the S. solidus infection becomes severe.
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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 | 0.000 | 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) | 0.001 | 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".