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 fourth quarter is the seasonable low point for the chemical industry and is often glossed over by executives. But not in 2013. Both Dow Chemical and DuPont beat earnings expectations, and their CEOs were eager to discuss how they can continue to increase shareholder value. The two chemical giants have been targets of investor activism in recent months. The hedge fund of billionaire Daniel S. Loeb purchased a large stake in Dow and is advocating that it break into separate specialties and commodities firms. Instead, Dow will buy $4.5 billion of its own shares, $3.0 billion more than previously disclosed, and increase its dividend 15%. “You can expect a drumbeat of actions from Dow to liberate cash and reward shareholders,” CEO Andrew N. Liveris told analysts in a conference call. Meanwhile, DuPont CEO Ellen J. Kullman in a conference call highlighted a plan to buy back $2.0 billion in ...
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) | 0.001 | 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