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 STOCK MARKET RECOVERED, although with a few jitters, in the first quarter. The Dow Jones industrial average stayed flat in january, then rose in February, and remained fairly steady in March, ending the quarter up 3.8% compared with the end of 2001. However, the technology-heavy NASDAQ market didn't do as well, falling in January and February. Although it recovered some in March, the NASDAQ ended the quarter down 5.4%. There was more life in chemical stocks than in the market as a whole. C&EN's index of the share prices of 25 chemical companies rose 9.4% to 169 (1992 = 100) at the end of the quarter. Most growth came in March when investors decided there may still be value in old-line industries. Perhaps more important, the chemical index finally recovered from months of lackluster performance caused by terrorist attacks, fears of economic contraction, worries about uninspired markets, and declining earnings. On the next to the last ...
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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