The Soviet Counterinsurgency in the Western Borderlands
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
The Soviet Counterinsurgency in the Western Borderlands investigates the Soviet response to nationalist insurgencies that occurred between 1944 and 1953 in the regions the Soviet Union annexed after the Nazi-Soviet pact: Eastern Poland, Lithuania, Latvia, and Estonia. Based on new archival data, Alexander Statiev presents the first comprehensive study of Soviet counterinsurgency that ties together the security tools and populist policies intended to attract the local populations. The book traces the origins of the Soviet pacification doctrine and then presents a comparative analysis of the rural societies in Eastern Poland and the Baltic States on the eve of the Soviet invasion. This analysis is followed by a description of the anti-communist resistance movements. Subsequently, the author shows how ideology affected the Soviet pacification doctrine and examines the major means to enforce the doctrine: agrarian reforms, deportations, amnesties, informant networks, covert operations, and local militias.
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.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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