Early experience with the Kyoto compliance system: Possible lessons for MEA compliance system design
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
Regardless of the future of the Kyoto compliance system, much of its work will continue to be important both for the climate change regime and for other MEAs. While it is impossible to make accurate predictions about the substance of the climate change regime after 2012, it is nevertheless important to reflect on the experience with the Kyoto compliance system to date for MEA compliance generally. Adjustments to the Kyoto compliance system necessitated by post 2012 changes to the substantive obligations can, of course, only be considered once those changes are known. The central question posed in this article is therefore the following: Assuming the obligations under the climate change regime were to remain unchanged, what adjustments to the Kyoto compliance system would be warranted in light of the experience to date? In addressing this central question, the aim of this article is to help inform the design of future compliance systems under any MEAs that recognize the value of seeking to combine facilitative compliance strategies with enforcement.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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