The Council of Europe Convention on the Protection of the Environment through Criminal Law: A normative turning point in European environmental governance
Bibliographic record
Abstract
The Council of Europe Convention on the Protection of the Environment through Criminal Law, adopted at the 134th Session of the Committee of Ministers (Luxembourg, 13–14 May 2025), represents a major development in European environmental governance. It establishes a common framework of offences, sanctions and procedural mechanisms aimed at strengthening the prevention and punishment of environmental crime. Its innovative scope lies in its harmonising ambition, which enhances coherence among the legal orders of the Council of Europe, the European Union and the United Nations. By combining interinstitutional coordination, strategic planning, adequate resource allocation, the specialisation of actors and public participation, the Convention elevates criminal enforcement to a central pillar of a systemic environmental policy. Its monitoring mechanism, grounded in cooperation and collective evaluation rather than coercion, embodies the participatory governance philosophy characteristic of the Council of Europe.
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.
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 | 0.023 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.017 |
| Scholarly communication | 0.016 | 0.008 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.018 | 0.013 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".