Democratic Practices in MERCOSUR and the OAS: What Space for Transnational Civil Society?
Bibliographic record
Abstract
Democratic theory asserts that the legitimacy of contemporary international and regional organisations rests on a degree of consensus expressed by various actors. The quest for diffuse support now extends beyond member states and explains the opening up of IOs/ROs to transnational civil society’s participation. Despite both notions being familiar to IR scholars, a more precise understanding is needed concerning the relationship between each concept, particularly with regard to the inclusion/exclusion nexus and in the still neglected study of organisations in the global South. Using a practice perspective, the paper offers a contribution to that understanding by proposing a micro-level analysis of the behavioural practices of both ROs and TCS using MERCOSUR and the OAS as case studies. A nalysis of the opening up of these organisations, and the concurrent engagement of civil society reveals how inclusion is still both incomplete and unequal. Political liberalisation of ROs thus remains an unfulfilled mandate.
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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 | 0.009 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.026 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| 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".