Bibliographic record
Abstract
The innovation and benefits of five awards and winners of the US Presidential Green Chemistry Challenge(PGCC) Awards Program in 2010 are introduced:①The Dow Chemical Company and BASF Chemical Company were awarded greener synthetic pathways award because of their innovative,environmentally benign production of Propylene Oxide via Hydrogen Peroxide. ②Merck Co.,Inc. and Codexis,Inc. were awarded greener reaction conditions award because of their greener manufacturing of Sitagliptin enabled by an evolved Transaminase.③The Clarke Company was awarded designing greener chemicals award because of NatularTM Larvicide: adapting Spinosad for Next-Generation mosquito control.④LS9,Inc. was awarded small business award because of microbial production of renewable PetroleumTM Fuels and Chemicals.⑤Ph.D. J.C. Liao of University of California,Los Angeles was awarded academic award because of his Recycling Carbon Dioxide to Biosynthesize Higher Alcohols.
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 | 0.000 |
| 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) | 0.006 | 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".