Bibliographic record
Abstract
Corteva Agriscience has hired Chuck Magro as its CEO. Magro led the Canadian fertilizer company Nutrien and its predecessor Agrium from 2014 to 2021. Corteva, a crop protection firm, will pay Nutrien $18.7 million to release Magro from contract restrictions. Biosynth Carbosynth , a supplier of research products and reagents, will be acquired by the investment firm KKR for an undisclosed sum. Biosynth was formed in 2019 by the merger of Swiss and British companies; it has about $50 million in annual sales. LG Chem is putting $375 million into a joint venture with Toray Industries to make separator film for lithium-ion batteries. The companies will expand film substrate facilities and install new coating facilities at Toray’s site in Hungary. Evonik Industries will purchase the plant extract producer Botanica to enhance its catalog of active ingredients for personal care products. Botanica, based in Switzerland, employs 43 people and extracts natural
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) | 0.001 | 0.002 |
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".