Vadim Roginski, [Áîðüáà çà Ñêàíäèíàâèþ. Ìåæäóíàðîäíûå îòíîøåíèÿ íà Ñåâåðå Åâðîïû â ýïîõó íàïîëåîíîâñêèõ âîéí, 1805-1815] Lutte pour la Scandinavie. Les relations internationales dans le Nord de l’Europe à l’époque des guerres napoléoniennes, 1805-1815
Bibliographic record
Abstract
Ce gros volume est sorti de la plume de Vadim Roginski, notre confrère russe, éminent spécialiste de l’histoire des pays scandinaves, qui occupe le poste de chef du département de l’histoire moderne de l’Europe occidentale à l’Institut de l’histoire générale de l’Académie russe. Son nom est bien connu depuis longtemps des historiens occidentaux grâce à ses nombreux ouvrages sur l’histoire moderne des différents pays du Nord de l’Europe. Parmi ceux-ci, je voudrais citer son livre sur la Suède...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.014 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".