European Communities - Measures Affecting Asbestos and Asbestos-Containing Products (WT/DS135): Report of the Panel
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
In a communication dated 28 May 1998, Canada requested consultations with the European Communities (EC) pursuant to Article XXII of the General Agreement on Tariffs and Trade (GATT), Article 11 of the Agreement on the Application of Sanitary and Phytosanitary Measures (SPS Agreement) and Article 14 of the Agreement on Technical Barriers to Trade (TBT Agreement), concerning certain measures taken by France for the prohibition of asbestos and products containing asbestos (WT/DS135/1 - G/SPS/GEN/72 - G/TBT/D/15). Canada's request states that these measures include, but are not limited to, Decree No. 96-1133 of 24 December 1996 (the “Decree”) banning asbestos, issued pursuant to the Labour Code and the Consumer Code, as amended. On 12 June 1998, Brazil asked to take part in the consultations because of its substantial trade interest (WT/DS/135/2).
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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