United States - Final Dumping Determination on Softwood Lumber from Canada - Recourse 1
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
On 13 September 2002, Canada requested consultations under Article 4.8 of the DSU (urgency procedure) with the United States concerning the final affirmative determination of sales at less than fair value (dumping) with respect to certain softwood lumber products from Canada (Inv. No. A-122-838) announced by the US Department of Commerce (USDOC) on 21 March 2002 pursuant to Section 735 of the Tariff Act of 1930, as amended on 22 May 2002 (Final Determination). The measures at issue include the initiation of the investigation, the conduct of the investigation and the Final Determination. Canada considered these measures and, in particular, the determinations made and methodologies adopted therein by the DOC under authority of the United States Tariff Act of 1930, to violate Articles 1, 2.1, 2.2, 2.4, 2.6, 5.1, 5.2, 5.3, 5.4, 5.8, 6.1, 6.2, 6.4, 6.9 and 9.3 of the Anti-Dumping Agreement and Articles VI and X:3(a) of the GATT 1994.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.008 | 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