Bibliographic record
Abstract
ForumBy the time Britain finally exits the EU, or indeed seeks to reverse the process, the architecture of international trade and economy may have changed dramatically.Not only is the framework of the EU coming under acute pressure, but the unilateral action by the US administration to impose sanctions on steel and aluminium imports from Mexico, Canada, and the EU, threatens to jeopardise the longestablished integrity of the World Trade Organisation (WTO).Although the US has stated that the measures are a national security response, this has failed to assuage the concerns of both its NAFTA partners or the EU.Indeed, the response has generally been one of disbelief with many political leaders responding either immediately announcing retaliatory duties, or that they will soon do so.These are likely to be made against export products that the EU, for instance, perceives will have the maximum political impact.Moreover, the increased costs for US manufacturers as a result of the duties of 25% and 10% on steel and aluminium respectively, could have an immediate negative impact on output.Furthermore, given the specialised, high-purity of much of these exports to the US, it may prove difficult to source US-produced equivalent supply in such a short space of time.
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How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.270 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".