The rise of engaged citizenship: The evolution of citizenship norms among adolescents in 21 countries between 1999 and 2009
Bibliographic record
Abstract
Various authors claim that citizenship norms are changing rapidly in advanced democracies, leading to a stronger emphasis on self-expressive engagement and a decline of notions of civic duty. In this article, we compare results from two comparative surveys of adolescents: the 1999 Civic Education Study and the 2009 International Civic and Citizenship Education Study (ICCS). By using latent class analysis, we identify duty-based and engaged citizenship norms, both in 1999 and in 2009. As expected, the group supporting duty-based citizenship norms is clearly smaller in 2009 than in 1999, while the opposite is true for the group supporting engaged citizenship norms. In contrast to expectations, the empirical evidence also distinguishes additional normative concepts and shows that the distribution among countries is not according to the dynamics on value change as suggested in the literature, including a decline in engaged norms in Scandinavia and Western Europe.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".