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, ESPECIALLY for chemical companies, seems to just drag on, lagging behind major market indexes and other industry sectors. In the second quarter, while pharmaceutical and biopharmaceutical company stocks scored double-digit gains, stocks of chemical companies, on average, turned in a more modest improvement. And unlike pharmaceutical and biopharmaceutical stocks, chemicals failed to make up ground lost in the first quarter. Chemical stocks, to an extent, overcame some of the usual Wall Street jitters concerning low capacity utilization rates, high raw material costs, the general economic outlook, and, ultimately the effect of these factors on earnings. These jitters were more convincingly overcome at some companies than at others. Of the 25 companies that C&EN tracks, 19 had higher stock prices at the end of the second quarter than they did on the final trading day in March. However, only 11 showed improvement from the end of 2002. C&EN's index of average aggregate prices ...
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) | 0.002 | 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