Killers about killers: testimony of former punishers against their associates (the case of G. M. Gurevich-Gurvich)
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 667th Shelon Battalion, comprising individuals who had collaborated with the Nazi regime, left a trail of violence and destruction in the vicinity of Leningrad. The Soviet state security agencies continued their search for war criminals until 1991. It is regrettable that, following the conclusion of the Second World War, a considerable number of these individuals were able to regularise their immigration status in a number of Western countries, including the USA, the UK, Australia, Canada and West Germany. However, some former punishers who returned to the USSR were subsequently held to account for their actions. From 1947 to 1950, the death penalty was abolished in the Soviet Union. In 1955, an amnesty was proclaimed. The sentences handed down to those who had collaborated were reduced by a factor of two or three. Following their release from incarceration between the 1960s and 1980s, these individuals provided testimony as witnesses to the crimes of their former associates. One of the most notable trials occurred in Novgorod in 1962.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| 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 it