One Big Conversation: The EU's Climate Diplomacy across the International Regime Complex on the Paris Agreement Negotiations
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 EU participates in many international fora related to climate change (for example UNFCCC, G20, Montreal Protocol), which collectively constitute the international regime complex on climate change (IRCCC). Using the case study of negotiations on the Paris Agreement, this paper addresses the question How and why did the EU use the different fora of the IRCCC to achieve its objectives in the Paris Agreement negotiations? It finds that the EU used the IRCCC in four main ways: employing typical multilateral negotiating activities, overcoming specific issues of the Paris Agreement negotiations, creating political momentum, and ensuring cross‐fora coordination. These uses correspond with the level of political authority of participants and the level of climate‐specialization in a given forum.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 it