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
Based on the reasoning of the Appellate Body in Canada/United States--Continued Suspension of Obligations in the EC-Hormones Dispute ('Continued Suspension'), this paper analyzes the distinction between the national-treatment obligation under Article III of GATT and the requirement under the Agreement on Sanitary and Phytosanitary (SPS) Measures that such measures be based on a risk assessment that takes into account available scientific evidence. The Appellate Body's reasoning makes clear that the primary purpose of the SPS Agreement is to discipline discriminatory regulation, and not the level of protection. We argue that the case clarifies that de facto protection (market segmentation) created by an SPS measure must be motivated by demonstrating that the measure is addressing a market failure, as reflected in the existence of some scientific basis for a health or safety concern. The scientific-basis requirement is a means for determining the intent of an SPS measure. While this is a factor that is ostensibly not relevant in GATT national-treatment cases, the need for scientific justification is not a move away from a concern with preventing illegitimate discrimination against imported products.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.004 | 0.003 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.004 | 0.009 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.014 | 0.004 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.048 | 0.048 |
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