To battle : the formation and history of the 14th Galician Waffen-SS Division
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
Of all the 'foreign' Waffen-SS divisions, the 14th has arguably maintained a higher public profile and continued to attract more attention in the UK, USA, Canada, Russia, Ukraine and Poland than any other. Drawing extensively upon a wide variety of sources, the author details the abortive history of German/Ukrainian relations during the first half of the twentieth century which preceded the formation of the Galician Division in the spring of 1943. Set firmly within the political context of the time, this work demonstrates that from the outset both German and Ukrainian architects of the Division sought to exploit the formation for their own conflicting agendas. The author gives a careful assessment of the Division's military engagements and explains the reasons for its tragic demise at the Battle of Brody, emphasising how the military initiative and vast material superiority of the Red Army led to its virtual destruction during the Soviet summer offensive of 1944. The book concludes with the cessation of hostilities, when the Division, despite being the focus of Stalin's attention, escaped the forced repatriation operations undertaken by the Western Allies in the immediate post-war period.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it