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 IN THE SECOND quarter proved to be just as fickle as ever for chemical, pharmaceutical, and biopharmaceutical stocks. While chemical and biopharmaceutical share prices improved, on average, between the end of March and the last trading day in June, pharmaceuticals continued to decline, albeit much less than they had in the first three months of the year. And for chemicals and biopharmaceuticals, the increase in share prices was enough to offset the first-quarter decline, pulling them collectively ahead for the year. Chemical stocks staged a modest rally in the second quarter as investors put their money into cyclical companies that should benefit when the economy improves. C& chemical stock index, which is based on the average daily closing stock price for 25 companies, improved 5.6% from the close of the first quarter to 159 (1992 = 100). This improvement trailed slightly the 6.3% increase in the Dow Jones ...
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) | 0.000 | 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