Why the democratic nation‐state is still legitimate: A study of media discourses
Bibliographic record
Abstract
Abstract Focusing on media discourses, this article maps the communicative reproduction of legitimacy in Great Britain, the United States, Germany and Switzerland. It argues that political communication constitutes a distinctive dimension of legitimation that should be studied alongside public opinion and political behaviour. Research on legitimation discourses can help us understand why the legitimacy of established democracies remains stable in spite of the challenges of globalisation: Delegitimating communication tends to focus on relatively marginal political institutions, while the core regime principles of the democratic nation‐state, which are deeply entrenched in the political cultures of Western countries, serve as anchors of legitimacy. These democratic principles also shape the normative benchmarks used to evaluate legitimacy, thus preventing a ‘de‐democratisation’ of legitimation discourses. Finally, the short‐lived nature of media interest as well as ritualistic legitimation practices shield the democratic nation‐state from many potentially serious threats to its legitimacy.
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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 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.009 | 0.036 |
| Scholarly communication | 0.018 | 0.015 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| 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".