The Comparative Politics of Climate Change
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 authors use a comparative politics framework, examining electoral interests, policy-maker's own normative commitments, and domestic political institutions as factors influencing Annex 1 countries' decisions on Kyoto Protocol ratification and adoption of national policies to mitigate climate change. Economic costs and electoral interests matter a great deal, even when policy-makers are morally motivated to take action on climate change. Leaders' normative commitments may carry the day under centralized institutional conditions, but these commitments can be reversed when leaders change. Electoral systems, federalism, and executive-legislative institutional configurations all influence ratification decisions and subsequent policy adoption. Although institutional configurations may facilitate or hinder government action, high levels of voter concern can trump institutional obstacles. Governments' decisions to ratify, and the reduction targets they face upon ratification, do not necessarily determine their approach to carbon emissions abatement policies: for example, ratifying countries that accept demanding targets may fail to take significant action.
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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 | 0.000 | 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) | 0.000 | 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