A nonlethal method of identification of <i>Ambystoma laterale</i>, <i>A. jeffersonianum</i> and sympatric unisexuals
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Unisexual salamanders in the genus Ambystoma live in obligate sympatry with the sexual species Ambystoma laterale or Ambystoma jeffersonianum, from which they are not easily distinguished . Because the sexual species are protected in many parts of their range, accurate identification of sexual and unisexual individuals is required for conservation purposes. Unisexual individuals are currently identified using isozyme electrophoresis, which requires sacrificing the animal. Here we present a nonlethal method of identification for members of the A. laterale–jeffersonianum part of the Ambystoma complex utilizing genome‐specific microsatellites with or without the addition of flow cytometry.
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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 it