Bibliographic record
Abstract
The recent vote in parliament attempting to prevent a no-deal outcome on Brexit was counter-productive and non-binding.Any attempt to hobble the government's negotiating hand would have been a self-inflicted wound.It was also irrelevant, since virtually noone in the UK is advocating no deal.The preference of the European Research Group (ERG) of Conservative Eurosceptic MPs has always been for what is usually called a 'Canada-plus' free trade agreement.Everyone also supports sensible side deals on such issues as aircraft landing rights, air and vehicle safety certification, and trucker's licences.It may not be the Withdrawal Agreement signed off by Theresa May, but it is a perfectly coherent UK offer, especially if accompanied by undertakings on the Irish border.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.005 |
| Scholarly communication | 0.018 | 0.009 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.115 | 0.036 |
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 source (direct Gemma or distilled Codex), 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".