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
ALREADY-VOLATILE MARKETS FOR chemical, pharmaceutical, and biopharmaceutical stocks were shaken further in the third quarter by the Sept. 11 attacks on New York City and Washington, D.C. Overall, the Dow Jones industrial average fell 15.8% in the quarter and was down 18.0% for the first nine months, hitting a level not seen since 1998. The technology-laden NASDAQ market fell 30.6% in the quarter and 39.3% over nine months, hitting a three-year low as well. Stocks of chemical companies were battered during the quarter. The C&EN index of the share prices of 25 major chemical companies declined 15.5% from the end of the second quarter to close the third quarter at 134 (1992 = 100), just slightly better than the quarterly decline in the Dow Jones industrial average. And the chemical index was down 16.8% from its third-quarter high of 161 set on July 19. It was not just the terrorist attacks that ...
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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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