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
The recent paper by Weatherhead et al. (1991) added to our knowledge of the laying hour of the American Robin (Turdus migratorius) and contains stimulating speculations about the evolution of laying times.Unfortunately, the paper was incomplete in that no reference was made to previous studies of egg laying by American Robins.These studies, although individually based on small samples, collectively comprised about 30 observations of laying by at least 10 females and were consistent with each other.These observations foreshadowed some of the results and conclusions presented by Weatherhead et al.For example, it was first noted almost a century ago that American Robins do not lay in the early morning.Each of eight earlier references on laying by robins agrees on that point; in one paper (Howe 1898), the abbreviations A.M. and P.M. seem to have been transposed.Otherwise, the records indicate that American Robins lay late in the morning and even in the afternoon.As I believe that the earlier contri-
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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