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
A relictual population of Threshersaurus dakotaensis is still to be found in the northern Plains, ignored by zoologists and, even more remarkably, by evolutionary biologists. The ancestor of this quadrupedal vegetarian saurid once was common in the Jurassic, but that became rare in the Late Cretaceous, have adapted their behavior and adjusted to an environment highly modified from that of their pre-Tertiary ancestors. These solitary animals today are found in a patchy distribution across landscapes dominated by the great expanse of mixed-grass prairie or steppe soils lying between Minnesota and Montana, and Nebraska and the Canadian provinces. Here we provide a preliminary study of their little-known ethology, including speculations on reproductive activities and nocturnal behavior. These beasts deserve serious study by scholars as a visible representation of folk (or public) art, as do other equally visible manifestations of public art in this dominantly rural area.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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