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
For people with late-summer birthdays, merrymaking on a frigid winter’s day during the holidays likely led to their conception. But for some insects, cold periods aren’t opportunities for snuggle time with a loved one but are times of selfish resource hoarding. Among Drosophila melanogaster FRUIT FLIES, for example, those exposed to repeated cold periods trade survival of the species for their own survival, according to a study by Brent J. Sinclair, a professor in the University of Western Ontario’s biology department, and Ph.D. student Katie E. Marshall ( Proc. R. Soc. B, DOI: 10.1098/rspb.2009.1807). “Each organism has finite resources,” Marshall says. When exposed to stress events, fruit flies have to decide whether to use those resources to be tough and survive or to reproduce and hope that their offspring survive. “It’s a trade-off between reproduction and repair,” she says. For the study, the researchers exposed groups of ...
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) | 0.000 | 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) | 0.002 | 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