Compliance mechanisms under multilateral environmental agreements a comparative analysis of Montreal and Kyoto protocols
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.
Bibliographic record
Abstract
The main aim of this study is to make a detailed examination on one of the fundamental concerns of global environmental governance, compliance issue, within the context of the compliance mechanisms (CMs) created under the multilateral environmental agreements (MEAs). In this respect, in the study, it is basicly scrutinized what the role of the CMs is in ensuring better compliance of the parties with their commitments under the MEAs. In the framework of this examination, a comparative analysis is made between compliance mechanisms under Montreal Protocol and under Kyoto Protocol on the basis of four main dimensions: gathering information, procedures/institutional structure, measures and functioning of the mechanisms in practice. Based on the findings, it is argued that, in case that the weaknesses of the compliance mechanisms are improved and the coordination between them is ensured, the current system of compliance mechanisms can be responsive for better 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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| 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 it