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 fable d’Héraklès à la croisée des chemins (Mémorables, II, 1, 21-34), que Xénophon attribue expressément à Prodicos (II, 1, 21), a dernièrement fait l’objet de plusieurs articles (Sansone, Gray, Tordesillas) qui s’efforcent de déterminer si et à quel point la version rapportée par Socrate est fidèle à la version originale de Prodicos. Or on peut aisément montrer que la plupart des thèmes exposés dans l’apologue sont également développés par Socrate ailleurs dans les Mémorables, de sorte qu’il est tentant de considérer que cette version de l’apologue – celle qu’on peut lire en Mem. II, 1, 21-34 – ne doit pas grand-chose à Prodicos dans la mesure où elle a probablement été récrite de fond en comble par Xénophon.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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