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
Big plastics producers are joining with two start-up companies to pursue what is currently an unrealized goal: large-scale recycling of polystyrene. In one deal, the polymer business of the French oil giant Total will join with Polystyvert, a Montreal-based start-up, to advance a polystyrene recycling method based on dissolution. In another, the plastics maker Ineos Styrolution will work with Agilyx to advance a depolymerization technology. In both cases, the companies seek to cost-effectively reuse a plastic that is currently recycled at much lower rates than polyethylene terephthalate and polyethylene, two large-volume competitors. Partly as a result, polystyrene foam products are the subject of ban legislation in U.S. cities such as Baltimore, New York City, and San Francisco. Polystyrene foam is a recycling challenge because it is 95% air, and thus little can be trucked at a time to recycling centers. Moreover, postconsumer polystyrene is often contaminated with food. Although firms
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) | 0.003 | 0.005 |
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