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
Leaders at the G7 summit in Charlevoix, Quebec, turned up the heat on the ocean plastics issue by signing an agreement meant to boost recycling and reduce single-use plastics. The move was met with skepticism from some environmentalists, who are hungry for specific policies to tackle the problem, and with accelerated efforts from the plastics industry, which increasingly finds itself on the defensive. Five countries—Canada, France, Germany, Italy, and the U.K.—as well as the European Union signed the Ocean Plastics Charter. The U.S. and Japan abstained. The document calls for working with industry to make all plastics reusable, recyclable, or recoverable by 2030. Additionally, the leaders want to recycle or reuse 55% of plastic packaging by 2030 and recover all plastics by 2040. They also want to significantly reduce single-use plastics. The agreement seeks to address marine litter in “global hot spots” by helping such places develop waste management infrastructure.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| 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