"Incorrigible enemies of Soviet power" : Polish citizens in the Soviet Union, 1939-1942, in the light of Soviet documents and Polish witness' testimonies
Bibliographic record
Abstract
Between February 1940 and June 1941, in four major deportations Soviet authorities moved Polish citizens to work-colonies in the Soviet interior and detained others in various prisons and camps. Based on war-time information, works on the deportations published in the West during the decades of communist rule in Eastern Europe and since reported figures of over 1.5 million deportees, of whom as many as half reportedly died in the USSR. These works held a prevailing view that Soviet intentions towards the deported Poles were genocidal. Recent work with Soviet archival materials has led Polish and Russian historians to revise the number of deportees to 320,000. This substantial reduction has received a mitigated response in the work of Western commentators. A review of published archival materials and of accounts left by witnesses demonstrates that both sets of sources are indispensable to an analysis of the deportations. It also shows that Soviet policies directed against the deportees were not genocidal in their intent and adds a dimension, that of the perpetrators, to the limited conceptualization afforded to the subject thus far. The study shows that under the control of the NKVD the deportations were economic and political components of internal Soviet policy in 1939-1942 and suggests that the Soviet infrastructure was incapable of supplying the resources necessary to fulfill plans set by Moscow. Moreover, the Soviet documentation offers a glimpse into the perpetrators' planning and execution of massive population displacement, thus taking the deportations outside of the realm of conjecture and placing them more firmly within the grasp of historical understanding.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".