Inside UN Climate Change Negotiations: The Copenhagen Conference
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 UN negotiations on climate change entail a fundamental transformation of the global economy and constitute the single most important process in world politics. This is an account of the 2009 Copenhagen summit from the perspective of a government delegate. The article offers a guide to global climate negotiations, tells the story of Copenhagen from behind closed doors, and assesses the current state of global climate governance. It outlines key policy issues under negotiation, the positions and policy preferences of key countries and coalitions, the outcomes of Copenhagen, and achievements and failures in climate negotiations to date. The Copenhagen Accord is a weak agreement designed to mask the political failure of the international community to create a global climate treaty. However, climate policy around the world is making considerable progress. While the UN negotiations process is deadlocked, multilevel climate governance is thriving.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.013 | 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