Bibliographic record
Abstract
Compostable fast-food containers, designed to be more environmentally friendly than single-use plastic ones, can release toxic per- and polyfluoroalkyl substances (PFAS) into the air, according to an analysis of samples from retailers in Toronto ( Environ. Sci. Technol. Lett. 2023, DOI: 10.1021/acs.estlett.2c00926 ). The results suggest that polymers with fluorinated side chains, which are used to make paper-based food packaging grease resistant, break down over time into volatile fluorotelomer alcohols and fluorotelomer methacrylates. Researchers screened 42 samples—including molded fiber bowls, burger wrappers, and popcorn bags—for total fluorine content. The molded fiber bowls contained the highest levels. Analysis of eight of the samples revealed up to 14 PFAS in each. The most abundant PFAS in all but one of the eight samples were 6:2 fluorotelomer alcohol and 6:2 fluorotelomer methacrylate. Surprisingly, total PFAS levels dropped by up to 85% after the products were stored for 2 years, says Marta Venier ,
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.
How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".