Bibliographic record
Abstract
Abundia Global Impact Group has secured property in Baytown, Texas, to build a plastics pyrolysis plant. The facility will use technology licensed from Alterra Energy, which operates a similar plant in Akron, Ohio. Orlen is halting an ethylene cracker project in Płock, Poland, because costs have ballooned from an initial estimate of $2 billion to more than $12 billion. The firm says a review found irregularities in the investment process, which it has “reported to the prosecutor’s office.” Celanese CEO Lori Ryerkerk is stepping down at the end of the month. Her successor is chief operating officer Scott Richardson, who has been with the company since 2005. Westlake Innovations , the venture capital arm of petrochemical maker Westlake, has invested in Ontario–based Universal Matter. The firm is commercializing what it calls flash joule heating technology, originally developed at Rice University, for transforming waste carbon into graphene. OQ Chemicals has sold
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.616 | 0.575 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".