Sense making of Brexit for Economic Citizenship In Northern Ireland
Bibliographic record
Abstract
Northern Ireland appears to be the keystone for building a sustainable outcome for Brexit for the whole of the United Kingdom and its future relationship with the other Member States of the European Union, especially the Republic of Ireland. The complex constitutional, political, socio-economic, geographical and cultural position of Northern Ireland means that resolving the current negotiating difficulties rests on a wider set of considerations. These include the scale and scope of cross-border corporation with the rest of Ireland so that there is effectively an all – Ireland single market to which the Single European Market and Customs Union is presently essential. In this context, there is a significant challenge for economic citizenship in Northern Ireland and its governance arrangements. This paper sets to analyse the challenges to economic citizenship in Northern Ireland by examining the case of the key Agrifood sector for whom cross-border transactions and co-operation are crucial. It does so in the general context of how the economics profession contributed to the weakness of its expertise in investigating the impact of Brexit.
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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 | 0.011 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.036 |
| Scholarly communication | 0.015 | 0.007 |
| Open science | 0.001 | 0.014 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".