Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
approaching human, and even when surprised underfoot, seldom gives any distraction display at all.She usually flies to a perch within 100 m of the nest and begins such movements as preening or bill stroking until the intruder withdraws, or simply flies away and feeds.The potential of the Long-billed Curlew to be a significant predator on the eggs and young of ground-nesting passerines is limited in this region by its numbers. We estimate approximatelyone pair of breeding curlews per 6 or 7 km each season in what would seem suitable habitat.Unfortunately few data are available in the literature for comparison, and the comments of recent observers who rate the species at its present density as "fairly common" in the Matador area (Roy 1964) are impossible to interpret quantitatively.Certainly the accounts of Sugden (1933) and Forsythe (1970) indicate that breeding densities much greater than this do Occur.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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