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
espanolLa cumbre del cambio climatico celebrada en Durban el pasado mes de diciembre ha supuesto un prorroga del protocolo del Kioto que expira este ano y un compromiso de establecer un nuevo protocolo vinculante no mas tarde del 2015. Se trata de una solucion lo suficientemente abierta como para satisfacer a la mayoria de los participantes, entre ellos, la Union Europea, Estados Unidos y China. Entre los que muestran en desacuerdo figuran Rusia, Canada, Japon, India y la mayoria de las ONGs. EnglishThe climate change Summit in Durban last December has meant an extension of the Kyoto Protocol which expires this year and a commitment to establishing a new protocol binding no later than 2015. It is an open enough solution to satisfy most of the participants, including the European Union, United States and China. Among which show disagree are Russia, Canada and Japan and India and the majority of NGOs.
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 | 0.001 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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