The role of M.N. Galkin-Vraskoy in the reforms of the Main Prison Administration in 1879–1895
Why this work is in the frame
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Bibliographic record
Abstract
Abstract. The article examines the reforms of the prison work in Russia of the last quarter of the 19th century, carried out by the Main Prison Administration (GTU), the role of M. N. Galkin-Vraskoy in these reforms, in particular, the reasons for the appointment of M. N. Galkin-Vraskoy as the first head of the GTU, the introduction by him of the compulsory labor of prisoners throughout Russia, the reasons and the process of transferring the GTU from the Ministry of Internal Affairs to the jurisdiction of the Ministry of Justice. Key words: M. N. Galkin-Vraskoy, Main Prison Administration (GTU), penitentiary officer.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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