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Record W1553475612

The Kyoto Protocol: A Testing Ground for Compliance Theories?

2003· article· en· W1553475612 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueTSpace · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsKyoto ProtocolSketchCompliance (psychology)EnforcementContext (archaeology)ConventionProtocol (science)Political scienceUnited Nations Framework Convention on Climate ChangeSituatedManagement scienceLaw and economicsClimate changeEconomicsComputer scienceLawPsychologyMedicineSocial psychology
DOInot available

Abstract

fetched live from OpenAlex

The article begins with a sketch of the main theoretical perspectives on compliance with multilateral environmental agreements (MEAs). Much of the theoretical debate in the context of MEAs has focused on the respective merits of the “managerial” and “enforcement” approaches. Both approaches can be situated within rational institutionalism. Relatively less attention has been paid in the MEA debate to explicitly constructivist frameworks, and to efforts to identify the features that enable legal norms to exert distinctive influence on actors. Such approaches enrich the debate and provide important additional insights into ways to promote compliance with MEAs. The article then surveys the emergence and key features of MEA-specific non-compliance procedures. Next, it provides an overview of those features of the Kyoto Protocol to the UN Framework Convention on Climate Change that are directly relevant to the design of a compliance regime. Against this backdrop, the article outlines the main elements and innovations of the Procedures and Mechanisms on Compliance under the Kyoto Protocol that were adopted at Marrakech in November 2001. The article concludes with an assessment of the Procedures and Mechanisms, highlighting apparent trends in the design of MEA compliance regimes and their import for the theoretical debate on compliance.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.952
Threshold uncertainty score0.975

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.114
GPT teacher head0.445
Teacher spread0.331 · 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