Mechanisms for popular participation and discursive constructions of citizenship
Bibliographic record
Abstract
In the past decade, Latin America has witnessed the emergence of a political discourse that links popular participation to citizenship accompanied by an explosion of participatory mechanisms. Yet there is little qualitative research that looks at how participatory experiences affect people's perceptions of their role as citizens or to what extent the discourse transmitted through these institutions encourages participation or compliance. This article examines conceptions of citizenship among individuals who engage in participatory mechanisms in Venezuela, Ecuador and Chile. Using discourse analysis, it finds that participants in Venezuela and Ecuador have developed a ‘radical’ conception of active citizenship that differs from the liberal interpretation in Chile. Regardless of the preferred model, however, state discourse establishes parameters around citizenship. Furthermore, the discursive repertoires of citizen participants align with those produced by state institutions, suggesting that participatory mechanisms act to socialize people into participating in ‘legitimate’ and acceptable ways.
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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 | 0.018 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.010 | 0.058 |
| Scholarly communication | 0.014 | 0.013 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".