Compliance with international law : the Kyoto protocol's compliance mechanisms as an effective tool to promote compliance?
Bibliographic record
Abstract
This thesis presents an assessment of the effectiveness of the compliance mechanisms of the Kyoto Protocol in promoting compliance with the obligations under the Protocol. First, theoretical approaches to compliance are explored in order to understand the reasons for which states comply, using both international legal and international relations theory. This not only contributes to a greater understanding of compliance, but also helps to establish a framework of criteria for the assessment. Second, practical experience with the compliance mechanisms of the Montreal Protocol is used to develop further assessment criteria. Following a detailed description and analysis of the compliance mechanisms, the insights from theory and practice are applied. The results show that the Kyoto Protocol's compliance mechanisms present an innovative balance of managerial and incentive strategies and integrate important elements emphasised by constructivist approaches to international law. They are thus designed effectively to promote compliance with the Kyoto Protocol.
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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 | 0.082 | 0.081 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.003 | 0.016 |
| Scholarly communication | 0.010 | 0.018 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.007 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".