Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Nippon Shokubai has invested in Hunan Fluopont New Materials, a Chinese firm that plans to launch a business in LiFSi , a lithium salt used as a battery electrolyte. Shokubai says it commercialized the electrolyte in Japan in 2013. BASF and Samsung will jointly study the feasibility of installing BASF’s OASE flue gas carbon-capture system on ships. The study will include engineering design and construction of a carbon-capture unit for a ship. Nutrition Technologies has raised $20 million to expand production of its insect-based protein. The company feeds fermented food waste to black soldier flies, which can be turned into protein and oil for animal feed or fertilizer. The Novo Nordisk Foundation has granted $200 million to establish a quantum computer program for drug discovery and climate change research. The program was launched with the University of Copenhagen and includes researchers from Europe, the US, and Canada. HTE , a
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.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it