Bibliographic record
Abstract
1PointFive has sold Microsoft carbon removal credits equivalent to 500,000 metric tons of CO 2 . 1PointFive, part of Occidental Petroleum, says it will deliver the removals through the direct air capture plant it is building in West Texas. Kuraray plans to cut methyl methacrylate output in half at its plant in Niigata, Japan, which has made the polymer intermediate since 1959. Kuraray will end external sales and make the chemical only for its own use. Polystyvert , which is developing a technology to purify waste polystyrene using solvents, has completed a $16 million funding tranche on its way to raising $30 million in a series B financing round. The company plans to build a plant in Montreal by 2026. Symrise has launched propanediol caprate as an active ingredient for deodorants. The firm says the molecule provides targeted antimicrobial activity for aluminum-free and biobased products combating underarm and foot odor.
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".