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
Last week, top North American environmental officials announced three crossborder pilot projects and a handful of topics they intend to work on together. Among broad areas identified by the environmental ministers of Canada, Mexico, and the U.S. were resolutions to lay the groundwork for a regional plan to control dioxins, investigate the impact of pollution on children's health, better track transportation of hazardous waste, and enhance compliance and enforcement of environmental laws. The announcement of the joint topics came at the close of a two-day meeting of the Council of the Commission for Environmental Cooperation, which was created through the North American Free Trade Agreement. Also last week, outgoing U.S. EPA Administrator Christine Todd Whitman and Canadian Environment Minister David Anderson announced three cross-border air pollution pilot projects. In the Pacific Northwest, the two countries will identify sources and explore approaches to reduce air pollution from transportation ...
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 | 0.001 |
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