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
FIRST THERE WAS THE SPECTACULAR rise in oil and, especially, natural gas prices; then concerns about consumer confidence; then came the war in Iraq. All caused uncertainty on Wall Street, and the stock market hardly had a chance. Consequently, neither did chemical, pharmaceutical, and biotechnology stocks. Each of these market sectors was affected by one or more of the concerns swirling around Wall Street. Chemical companies had the misfortune to be hit by all these events, plus a few more. The result: C&EN's chemical company stock index fell 10.3% from the end of the fourth quarter of 2002 to the end of the first quarter of 2003, closing at an inauspicious 125 (1992 = 100). During the quarter, as the U.S. ramped up for the war in Iraq, the index hit a low of 115, the lowest the measure of stock performance has been since the second quarter of 1994. The decline in the chemical ...
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