F I G U R E 1 in A common garden experiment in the wild reveals heritable differences in migration tendencies among brown trout populations
Bibliographic record
Abstract
F I G U R E 1 Map of the Burrishoole and Erriff catchments, western Ireland. The common garden experiment was conducted in the Rough River (highlighted in blue) within the Burrishoole catchment, in a section bounded upstream by the waterfall and downstream by the Rough River Downstream Trap (RRDT). The Rough River connects to Lough Feeagh via the Black River (BR). Trapping facilities at the outlet of Lough Feeagh (MR, Mill Race; SL, Salmon Leap) allowed for monitoring of smolts leaving fresh water. Broodstock for the experiment were obtained from above and below the waterfall in the Rough River (Burrishoole catchment) and from various sites throughout the Erriff catchment. Sea trout smolts and kelts are monitored at the Tawnyard Trap (TT) in the Erriff system, just downstream of Lough Tawnyard.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".