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
TRENDS — CORPORATE SCANDALS, poor earnings, and a lack of confidence in the economy—that began battering stock markets in the second quarter continued unabated in the third. The Dow Jones industrial average hit a new five-year low while the technology-heavy NASDAQ was reminiscent of 1997 levels. Stocks for chemical, drug, and biopharmaceutical producers were not immune, but in some cases they did better than the broader markets. Chemical stocks continued their downward slide in the third quarter. C&EN's chemical stock index, calculated from the daily average stock prices of 25 leading companies, fell 175% from the last trading day of the second quarter to end the July-to-September period at 133 (1992 = 100). This percentage decline almost matched the 17.9% drop in the Dow Jones average during the same period. However, the chemical index ended the quarter just 14.0% below where it closed out 2001, while the Dow Jones, in contrast, closed down 24.2%. The ...
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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.014 | 0.056 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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