The Ukrainian “Galicia” Division: From Familiar to Unexplored Avenues of Research
Bibliographic record
Abstract
This article examines the main narratives that have dominated scholarly and political writings on the “Galicia” Division, the Waffen-SS 14th Grenadier Division that at the end of the Second World War was renamed the 1st Ukrainian Division of the Ukrainian National Army. Dominant narratives have focused on accusations of criminality, the hope that the formation would serve as the core of a national army at the war’s end, survival as a motivation for signing up, the experience of the soldiers after their surrender to the British, and the decision to transfer former soldiers to the UK and then to give them civilian status. Only the first of these narratives has been explored in depth as a result of the 1986 Deschиnes Commission of Enquiry into War Crimes in Canada and the 1989 Hetherington-Chalmers Report in the UK. Far less attention has been devoted to other narratives, and some lines of enquiry suggested by the rich memoir and creative literature have hardly as yet been touched.
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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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.008 | 0.023 |
| Scholarly communication | 0.012 | 0.012 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".