An alternative to a global climate deal may be unfolding before our eyes
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 core objectives of the United Nations Framework Convention on Climate Change (UNFCCC) are to stabilize greenhouse gas concentrations to non-dangerous levels quickly enough to allow ecosystems to adapt naturally, while not threatening food production or sustainable economic development. The approach embedded in the Kyoto Protocol, reflecting the concept of common but differentiated responsibilities, has been to start by setting binding emissions targets for industrialized countries, while using carbon markets to mobilize international finance for mitigation efforts in developing countries. The critical challenges for negotiators since then, however, have been in agreeing when the time is right to move towards binding emissions targets for developing countries and what level of financial assistance from developed countries is appropriate and politically feasible, given the well-founded perception that such targets, if sufficiently stringent to limit climate change and unaccompanied by strong financial assistance, could in fact hinder many countries. immediate economic development.
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 | 0.001 | 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 | 0.001 |
| 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