Bibliographic record
Abstract
BASF has made an investment of undisclosed size in the Indian start-up UrbanKisaan, a specialist in the hydroponic cultivation of vegetables and herbs in tropical urban environments. Created in 2017, UrbanKisaan operates several greenhouses and vertical indoor farms around Hyderabad and Bangalore, India. Svante has won a $25 million investment from the Canadian government to help commercialize its solid-sorbent carbon-capture technology. Svante says the money will give it enough capital to build a commercial-scale manufacturing plant. Innospec will spend $10 million to boost its capacity in Salisbury, North Carolina, for isethionate surfactants, biobased alternatives to sulfates for consumer goods. The firm completed other expansions and added rail service at the site earlier this year. Vynova will spend more than $4 million to build what it says will be Europe’s largest liquid potassium carbonate plant. The plant will be at the firm’s site in Tessenderlo, Belgium, replacing a smaller facility there.
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 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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; both teacher heads agree on what is shown here.
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".