Bibliographic record
Abstract
Evonik Industries will make proprietary fixed-bed catalysts for mobile applications of Hydrogenious LOHC Technologies’ organic hydrogen carrier technology. The system uses benzyl toluene, which binds to hydrogen for safe transport. W. R. Grace has unveiled a new catalyst system for fluidized catalytic crackers at refineries. The new catalyst uses a vanadium trap in a high matrix surface area catalyst, which the company says makes upgrading long-chain hydrocarbons into fuels more sustainable. Yara , the Norway-based nitrogen producer, says that European nitrogen fertilizer demand is off to a slower start than usual this buying season. If the situation continues, new production curtailments might be needed. Air Liquide plans to spend nearly $150 million to build a low-carbon industrial gases plant in Bécancour, Quebec. A new air separation facility will use hydroelectric power to make oxygen, nitrogen, and argon. Versalis has completed purchasing the 64% of the biobased chemical firm Novamont that
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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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; 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".