Icebreakers at War: Flight of the Russian White Government from Archangel (19-25 February 1920)
Bibliographic record
Abstract
En 1919, dès que les puissances interventionnistes en Russie ont compris que les bolchéviks allaient gagner, elles se sont mises à retirer leurs forces. Par conséquent, les gouvernements blancs de diverses régions, certaines formations militaires et de nombreux civils ont aussi choisi de quitter les lieux. Cet article traite d’une des évacuations, du port d’Arkhangelsk sur la mer Blanche en février 1920. Ce cas présente un intérêt parce que l’évacuation s’est déroulée sur un brise-glace, le Minin, lors d’une poursuite par un autre brise-glace, le Kanada (anciennement le Earl Grey, navire du gouvernement canadien). Les deux navires ont participé à des combats maritimes juste au sud du cercle polaire, probablement le seul événement de ce genre dans l’histoire maritime.
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.
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 | 0.000 | 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 | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".