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 Trump administration’s decision to impose tariffs on imported steel and aluminum is unpopular with many industries, including the chemical sector. The U.S. industry’s leading trade group, the American Chemistry Council (ACC), is condemning the measure, saying it will hurt industry competitiveness. In a White House ceremony before steel and aluminum industry workers on March 8, President Donald J. Trump signed a proclamation imposing a 25% tariff on imported steel and a 10% duty on aluminum. Trump left the door open to trading partners Canada and Mexico, as well as military allies, being exempt from the measures. “Steel is steel,” Trump said. “If you don’t have steel, you don’t have a country.” The administration has grown increasingly concerned about steel. Last month, the Commerce Department issued a report calling for the U.S. to reduce steel imports. Imports grew at double-digit rates in 2017, the report noted, and the U.S. now
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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