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Record W4416203298 · doi:10.1177/14614529251397623

The Council of Europe Convention on the Protection of the Environment through Criminal Law: A normative turning point in European environmental governance

2025· article· en· W4416203298 on OpenAlexaff
Patient Mpunga-Biayi

Bibliographic record

VenueEnvironmental Law Review · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicWildlife Conservation and Criminology Analyses
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsEnvironmental crimeEuropean unionConventionSanctionsEnvironmental governanceEnforcementStrategic environmental assessmentEnvironmental lawCorporate governanceNormative

Abstract

fetched live from OpenAlex

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.745
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.042
GPT teacher head0.232
Teacher spread0.190 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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