Alexandre Tchoudinov, Dmitri Bovykine, Французская революция // Всемирная история Том 4. Мир в XVIII веке. Москва, «Наука» 2013, с. 644-706 [La Révolution française// Histoire universelle] Volume 4. Le monde au XVIIIe siècle
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
En continuant les traditions de l’Académie soviétique, l’Institut de l’histoire universelle de l’Académie des Sciences de la Russie a entrepris la publication d’une nouvelle Histoire universelle en six volumes, de l’Antiquité à nos jours : on en a publié à l’heure actuelle quatre volumes (voir v. 1-3, Moscou, Naouka, 2011-2013). L’Académie soviétique a réalisé en 1955-1983 la publication d’une Histoire universelle en treize volumes, in octavo. On a également publié, sous la direction d’Albert...
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| 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