Bibliographic record
Abstract
y, itia onli Xiphophorus continens is one of two northern swordtail species that has only small, noncourting, sneaker males. In this study we discovered that female X. continens were strongly attracted to the scent of courting males of their close relative X. montezumae and that they preferred the odour of those males to the scent of Olfactory cues are important in fish communication, transmitting information in interactions from parental have traditionally been classified as long-distance signals the visual modality. Studies of interactions between tem-porally displaced signals indicate that the first cue (in this case chemical) functions to alert the receiver to et al. 1989), and zebra danios, Brachydanio rerio (Chen ANIMAL BEHAVIOUR, 20 doi:10.1016/j.anbehaEcology and Evolutionary Biology, University of Toronto, 25 Harbordfrom males. The long-distance alerting and stimulating aspects of olfactory signals may combine to decrease the costs incurred by a female during the mate selection process and increase her probability of finding a mate during her period of peak receptivity (Real 1990; Jumper
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.886 | 0.819 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".