Nationalism, Public Policy, and Institutional Development: Social Security in Belgium
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The relationship between nationalism and public policy remains largely unexplored. Focusing on the link between sub-state nationalism and social policy, this article formulates three main arguments. The first is that social policy is likely to factor into processes of identity- and nation-building spearheaded by sub-state nationalism, and that nationalist movements typically trigger pressures for the decentralization of social policy. The second is that recognizing the importance of this connection should not lead to hasty conclusions about the impact of societal and institutional pressures on public policy. Nationalism is not only a societal force; it is also a political construction that reflects broad institutional legacies. The third is that the historical sequence of nationalism and policy development may create institutional forces preventing the congruence between policies and ethno-linguistic boundaries, in spite of pressures emanating from nationalist movements. The analysis of Social Security politics in contemporary Belgium provides ground to these claims.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it