Implications of the Clean Development Mechanism under the Kyoto Protocol on other Conventions. The case of HFC-23 destruction
Bibliographic record
Abstract
The destruction of HFC-23 waste streams in new HCFC-22 production facilities under the Clean Development Mechanism (CDM) is likely to have negative implications for both the mitigation of climate change and the protection of the ozone layer. These consequences were not foreseen when the Kyoto Protocol and its guidelines were drawn up. This paper describes the economic and environmental consequences of such CDM projects and looks for solutions which would make use of the cost-efficient abatement potential whilst avoiding negative environmental implications. Within the CDM, negative environmental effects could be avoided by introducing an adjustment factor depending on future market prices for certified emission reduction units and other parameters. Alternatively, the HFC-23 waste stream could be abated using financial support from multilateral funds which could possibly draw upon synergies with the financial mechanisms under the Montreal Protocol and the Stockholm Convention.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".