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 latest report from the Intergovernmental Panel on Climate Change (IPCC) reflects the growing international consensus that the earth's climate is being changed by anthropogenic greenhouse gasses. Evidence presented by the IPCC and others points to the potential for increasingly dangerous weather, new disease outbreaks, regional water shortages, the loss of habitat and species, and other disturbing developments that could have profound social and economic impacts. Opinions on what should be done, however, remain sharply divided within and among countries. Though monumental in its efforts, the Kyoto Protocol has left much to be agreed upon and achieved, with the world's largest emitter of carbon dioxide --the United States --rejecting it. In Global Warming: Looking Beyond Kyoto , some of the best-known and respected authorities in climate policy provide a comprehensive agenda for global collective action. Representing both industrialized and developing nations, the contributors present a thought-provoking examination of the economic, social, and political context of climate policy within their countries. With Kyoto's emissions targets set to expire in 2012, these authors call for a multilateral approach that goes beyond the mitigation-focused Kyoto policies, balancing them with strategies for adaptation. They also stress the importance of generating policies that work within a time frame commensurate with that of climate change itself. Informed, insightful, and even-handed, this book gives a new impetus to the increasingly important global climate policy debate. Contributors include R.K. Pachauri (Energy Resources Institute and the IPCC), Richard S. Lindzen (Massachusetts Institute of Technology), Stefan Rahmstorf (Potsdam Institute for Climate Impact Research), Stephen H. Schneider and Thomas Heller (Stanford University), Robert Mendelsohn and William D. Nordhaus (Yale University), Gernot Klepper and Sonja Peterson (Kiel Institute for World Economics), Robert N. Stavins (Harvard University), Alexander Golub (Environmental Defense), Howard Dalton (U.K. Department for Environment, Food and Rural Affairs), John Stone (Carleton University, Ottawa), Jyoti Parikh (Integrated Research and Action for Development), and Shen Longhai (China Energy Conservation Association)
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 | 0.000 |
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