The limits of participatory democracy and the rise of the informal politics of mediated representation in South Africa
Bibliographic record
Abstract
In general, South Africans view the formal participatory institutions of their state as ineffective mechanisms for the realization of their demands. Conversely, the reach of formalized civil society is limited in terms of policy impact, and social movements have little presence on the ground outside of the larger townships of the major metropolitan cities. In this context, the tensions between communities, civil society actors, and the state, often linked to enduring forms of poor governance, are increasingly played out in non-state and extra-institutional arenas, sometimes through the idiom of protest. Marginalized communities rely on various kinds of informal political practices to access rights and services from the state, or even to keep the state at bay. This emerging informal politics, and the associated forms of mediated representation, speaks to an ever-widening legitimacy gap between state and society, and with it, an ever-precarious participatory project.
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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 | 0.015 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.056 |
| Scholarly communication | 0.012 | 0.012 |
| Open science | 0.001 | 0.012 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 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".