Bibliographic record
Abstract
This paper analyzes the mass murder of Poles in Volhynia in Western Ukraine during World War II. The mass murder of Poles by the Ukrainian Insurgent Army and the Bandera faction of the Organization of Ukrainian Nationalists during the Nazi occupation of Volhynia in 1943 became an important political issue in Poland and Ukraine. Previous studies by Polish, Ukrainian, and Western researchers and Ukrainian and Polish governments policies offered different and often divergent theories and narratives of this case of political violence. A research question is whether this was a Ukrainian-Polish war, ethnic cleansing or genocide. This study analyzes a variety of archival documents, historical studies, and eyewitness accounts. It concludes that the mass murder of the Polish minority in Volhynia by the OUN-B, the UPA, and their security service (SB) represented not a Ukrainian-Polish war or genocide of Poles but that it was a part of ethnic cleansing.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".