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
Political economy approaches across the social sciences provide powerful explanations for important dynamics within the global response to climate change. This article discusses in particular how they provide explanations of the social origins of greenhouse gas emissions, the dominant policy and governance responses to climate change, recurrent political conflicts over these responses, and the patterns of bargaining between states, businesses, and other actors. Underlying these dynamics are a set of contradictions or tensions between the character of capitalism as a social system and the demands of decarbonizing the global economy, specifically: between the imperative for growth that constrains and shapes responses; concerning the power of large transnational businesses and other incumbent interests to block responses; and over the embeddedness of carbon emissions in daily life. The article explores the implications of these contradictions as well as some of the important theoretical debates about the limits of political economy approaches. This article is categorized under: Policy and Governance > Multilevel and Transnational Climate Change Governance Climate Economics > Economics and Climate Change
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.009 |
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