Does Nationalism Trigger Welfare-State Disintegration? Social Policy and Territorial Mobilization in Belgium and Canada
Bibliographic record
Abstract
Since the late 1990s a growing number of scholars have explored the relationship between decentralization, nationalism, and social policy development. In this paper we explore the impact of substate nationalism on the territorial integration or disintegration of the welfare state in Belgium and Canada. As argued, although substate nationalist mobilization is intuitively associated with welfare-state disintegration, there is little evidence to support this claim. In Belgium, despite Flemish nationalist pressures, francophone opposition and major constitutional obstacles have prevented the decentralization of the federal social insurance system. In Canada competitive nation building between the federal and Quebec governments has not led to the erosion of social protection. Instead, this logic has favored the creation of a decentralized and asymmetrical welfare state while exacerbating pressures for social policy expansion. In order to explain such contrasted outcomes we draw on the existing scholarship on the role of ideas and of institutions in policy development.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".