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 U.S. NATIONAL ACADEMY of Sciences and groups from 10 other nations are contending that the scientific evidence on global climate change is now clear enough for government leaders to commit to prompt action. Their June 7 statement was timed to coincide with U.K. Prime Minister Tony Blair's meeting with President George W. Bush in Washington, D.C. The academies from the U.S., UK, Germany, Italy, France, Russia, Japan, Canada, Brazil, China, and India called on nations to identify cost-effective steps to take now to contribute to longterm reduction in greenhouse gas emissions. A delay, they said, will increase environmental damage and likely incur a greater cost. In releasing the statement, Robert Lord May of Oxford University president of Britain's Royal Society, said, "It is clear that world leaders can no longer use uncertainty about aspects of climate change as an excuse for not taking urgent action." He called U.S. policy on climate ...
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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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