From Sub-state Nationalism to Subnational Competition States: The Development and Institutionalization of Commercial Paradiplomacy in Scotland and Quebec
Bibliographic record
Abstract
Many of the most active regions in terms of commercial paradiplomacy are home to influential nationalist movements: Scotland and Quebec are cases in point. Conversely, many rich and export-oriented regions, such as South East England in the United Kingdom or Ontario in Canada, remain less active, if at all, in this domain. Nevertheless, the influence of nationalism as a driving force behind the practice of commercial paradiplomacy by subnational entities has often been subordinated to other variables such as ‘trade openness’ (exports as part of GDP) or ‘asymmetry’ with national economic interests (export and FDI partners). This article describes the development of autonomous commercial paradiplomacy apparatuses in Quebec and Scotland by focusing on nationalism as a crucial motive, which is also partly responsible for the way such apparatuses developed, through the establishment of organizations and strategies institutionally distinct from those of the ‘rest’ of Canada and the UK.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.011 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".