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
Abstract The two aims of the clean development mechanism (CDM) were to reduce greenhouse gases cost effectively and contribute to sustainable development (SD) in developing countries. So far, however, SD components of the mechanism have been questionable. In this opinion article, we argue for a more theoretically informed engagement with the CDM that could be empowered through the better provision of transparent and clear information in the project implementation processes. Drawing on our work in Latin America, we concur with other authors that the CDM as it stands does not ‘deliver’ SD, but that improved information and a research agenda that focuses on the multi‐level political economy of project‐based CDM could assist in the mechanism delivering on multiple forms of SD in local contexts. Copyright © 2010 John Wiley & Sons, Ltd. This article is categorized under: Climate and Development > Decoupling Emissions from Development Policy and Governance > International Policy Framework
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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