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
Kuraray will expand its ethylene vinyl alcohol copolymer plant in Pasadena, Texas, by 11,000 metric tons per year. The Japanese firm says the project will cost $75 million and be completed by the summer of 2018. It recently opened a polyvinyl alcohol plant at the site and is considering adding a vinyl acetate facility. Chemours, the former performance chemicals business of DuPont, is asking the state of Delaware for a grant of $9 million. The money will be used for a headquarters project in Wilmington, Del., and to retain jobs. Clariant will develop catalysts that work with ethanol-to-olefins technology developed by Gevo, a biobased chemicals firm. Clariant will build upon Gevo-discovered mixed metal oxide catalysts that convert ethanol to propylene and isobutylene. Stepan will cease all production at its detergents facility in Longford Mills, Ontario, by the end of this year. The company discontinued ethoxylation production at the plant
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) | 0.002 | 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