Bibliographic record
Abstract
Potash Corp. of Saskatchewan is reducing its workforce by 140 and cutting production by 600,000 metric tons per year at its Cory, Saskatchewan, potash facility. The firm says it is shifting production to lower-cost sites. Nanoco has acquired patents from Eastman Kodak related to the use of quantum dots in electroluminescent displays, a future display technology that can replace organic light-emitting diode displays. Nanoco is a developer of cadmium-free quantum dots. Fluidic Energy, an Arizona State University spinoff developing zinc-air batteries, has received a $20 million investment from Asia Climate Partners. ACP, a private equity firm, hopes the investment will lead to more renewable energy access in Southeast Asia. CABB Group has replaced the mercury cell chlorine unit at its Pratteln, Switzerland, fine chemicals site with membrane-based chlorine production. The $53 million investment increases output 75% to 47,000 metric tons per year. Indigo, an agriculture start-up, will partner with
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.628 | 0.563 |
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; the direct Gemma label and the distilled Codex classifier 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".