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
“La communauté des amants, que ceux-ci veulent ou non, […] a pour fin essentielle la destruction de la société.”1 Voilà une notionbien commune: les amoureux sont ceux qui, égoïstes intraitables, ne cherchent qu’à bâtir des murs de plus en plus épais et s’aliénerdans leur bulle de jouissance mutuelle. Mais que dire de quelqu’un qui cherche non pas le plaisir de l’amour partagé, mais plutôt de se reconnaître humain à travers la relation amoureuse? C’est de cet ordre la quête de Lori, sirène fatiguée d’être un animal libre, et l’apprentissage que l’amour d’Ulysse doit lui procurer. La communauté des amants s’avère alors non pas une séparation avec le monde, mais une manière d’appartenir à l’humanité, de forger des notions telles le don, le partage, la communion.
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 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.022 | 0.003 |
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