The 2014 Scottish Referendum and the Nationalism-Social Policy Nexus
Bibliographic record
Abstract
During the campaign leading to the 2014 Scottish referendum on independence, social policy issues played a central role. This article explains the nature of Scottish nationalist mobilization and its relationship with social policy, from the drive for ‘home rule’ in the 1980s and early-mid 1990s to the 2014 referendum campaign. As shown, the idea that Scotland must become independent from the United Kingdom to protect its more progressive nation from social policy retrenchment originating from the central (British) government appeared long before the 2014 referendum campaign. In fact, the march towards devolution in the 1980s and early to mid-1990s had featured a similar argument about how political autonomy could enable Scots to make social policy better suited to their social democratic preferences. Through a comparison with the 1980 and 1995 Québec referendums on sovereignty, this article offers a comparative and historical perspective on the social policy debate surrounding the Scottish referendum while focusing primarily on health care and pensions.
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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 | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".