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
THE WORLD'S FINE CHEMICALS industry once again put its expertise on display last week in London at the 12th annual Conference on Pharmaceutical Ingredients & Intermediates (CPhI). Concerns that the Sept. 11 terrorist attacks would adversely affect attendance generally proved unfounded. And although some U.S. and Japanese regulars were absent, there was the usual spate of announcements. Degussa announced that its fine chemicals business unit will increase sales at least 25% over the next several years from the current level of roughly $920 million. Among its supporting plans is the expansion of its exclusive synthesis business in new active pharmaceutical ingredients. It also plans a new plant in Edmonton, Alberta, for synthesis development and production of new pharmaceutical actives, and it has brought its new $13 million plant and laboratory in Galena, Kan., through successful U.S. FDA inspections for custom production of the new ectoparasiticide S -methoprene. Degussa plans to optimize its ...
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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