Russia, the death penalty, and Europe: the ambiguities of influence
Bibliographic record
Abstract
Studies of capital punishment worldwide investigate how international influence affects the death penalty. We analyze European influence on the death penalty in Russia over the imperial, Soviet, and post-Soviet periods, using two parameters: the changing mechanisms of influence in each period and the death penalty's significance in the broader spectrum of punitive violence. On the first parameter, in the tsarist period, European influence on Russian policy was “productive” – exercised through prestige, moral suasion, and “diffusion.” In the Soviet period, European influence was blocked. In the post-Soviet period, European influence is coercive, as the Council of Europe has unsuccessfully sought to compel Russia to abolish its death penalty. On the second parameter, the death penalty in Russia has always been only one of many forms of state-sanctioned punitive killing. In consequence, the Council's involvement in Russia's death penalty has produced an incoherent policy outcome and has entangled the Council in Russia's authoritarian politics. Russia thus exemplifies the hazards of external involvement in death penalty abolition.
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.020 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| 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 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".