United States – Final Determination with Respect to Certain Softwood Lumber from Canada (AB-2003-6, WT/DS257/AB/R)
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
This note addresses the Word Trade Organization (WTO) dispute United States – Final Countervailing Duty Determination With Respect To Certain Softwood Lumber From Canada (WT/DS257); denoted “Softwood Lumber IV” below. The issues discussed by the Panel and the Appellate Body (AB) in this dispute are very closely related to those examined by the Panel in United States – Preliminary Countervailing Duty Determination With Respect To Certain Softwood Lumber From Canada (WT/DS236); to be referred to as “Softwood Lumber III.” This dispute was not appealed, and the AB thus did not have the opportunity to provide its view on the issues raised in the dispute. The fundamental character of several of the issues at stake in both these disputes makes the AB’s determination in Softwood Lumber IV particularly interesting.
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 | 0.005 |
| 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