The Abolition and Retention of Life Without Parole in Europe: A Comparative and Historical Perspective
Bibliographic record
Abstract
Abstract Life without parole is increasingly recognised as another death penalty in dooming prisoners to die behind bars. On the tenth anniversary of the ECtHR’s landmark Vinter decision, abolitionism and retentionism characterise its state in Europe. In abolishing irreducible life sentences, Vinter crystallised a long-term evolution in prisoners’ rights since the Enlightenment. Meanwhile, enduring animosity towards prisoners has led to their rights repeatedly becoming the stage for wider debates concerning the legitimacy of European institutions. The United Kingdom’s threats to leave the ECtHR notably enabled it to exempt itself from Vinter. Still, the European project retains numerous supporters, which helps explain why the abolition of life without parole is making progress in continental Europe, as compared to the United States, Canada, Australia, and New Zealand. Ultimately, the article demonstrates that prisoners’ rights are both a microcosm of broader questions regarding European integration and a benchmark of human dignity’s historical evolution.
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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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.003 | 0.010 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".