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Record W3214749846 · doi:10.1163/18786561-11030003

Might Cooperative Approaches Not Be So Cooperative? Exploring the Potential of Article 6.2 of the Paris Agreement to Generate Legal Disputes

2021· article· en· W3214749846 on OpenAlexaff
Géraud de Lassus St-Geniès

Bibliographic record

VenueClimate Law · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicWorld Trade Organization Law
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsPrinciple of legalityInternational lawPolitical scienceLaw and economicsPoliticsAgreementSPARK (programming language)Point (geometry)LawSociologyComputer science

Abstract

fetched live from OpenAlex

Abstract With Article 6.2, the Paris Agreement offers its parties the possibility to engage in cooperative approaches to import mitigation outcomes that have been generated on the territory of another party and use these international transferred mitigation outcomes (itmos) for compliance purposes. While this possibility seems to pave the way to more—and presumably new forms of—climate cooperation outside the UN climate regime, this paper asks whether Article 6.2 is also likely to spark disagreement among states. It is suggested that it bears as much a potential to generate cooperation as to generate conflict. To illustrate that point, the paper explains how Article 6.2 could lead to conflict between developed and developing states over the legality of unilateral restrictions on the admittance of itmos and discusses what such conflict may look like, as well as its possible legal and political implications.

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 imitation

Not 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.

metaresearch head score (Codex)0.026
metaresearch head score (Gemma)0.028
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.026
Threshold uncertainty score0.138

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0260.028
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0110.031
Scholarly communication0.0170.010
Open science0.0020.008
Research integrity0.0140.008
Insufficient payload (model declined to judge)0.0100.001

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.

Opus teacher head0.063
GPT teacher head0.269
Teacher spread0.206 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2021
Admission routes1
Has abstractyes

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