Mediated citizenship : the informal politics of speaking for citizens in the global south
Bibliographic record
Abstract
Introduction: The Crucial Role of Mediators in Relations between States and Citizens Laurence Piper and Bettina von Lieres PART I: MEDIATING THE CITY 1. Mediation and the Contradictions of Representing the Urban Poor in South Africa: The Case of Sanco Leaders in Imizamo Yethu in Cape Town, South Africa 2. Citizen Power or State Weakness? The Enduring History of Collective Action in a Hyderabadi Bazaar Shylashri shankar 3. The Politics of Mediation in Fragile Democracies: Building New Social Contracts Through, and for, Democratic Citizenship in Angola Bettina von Lieres 4. 'Parallel Power' In Rio de Janeiro: Coercive Mediators and the Fragmentation of Citizenship in the Favela Joanna wheeler PART II: MEDIATING THE NATIONAL 5. Challenging the Gatekeepers: Disability Rights Advocacy and the Struggle for Self-Representation within Lebanon's Postwar Sectarian Democracy Paul Kingston 6. Mediation in India's Policy Spaces Deepta Chopra 7. Mediating Active Citizenship and Social Mobility in Working Class Schools: The Case of Equal Education in Khayelitsha, Cape Town Brahm Fleisch and Steven Robins 8. Mobilising for Democracy: Civil Society Mediation and Access to Policy in India Ranjita Moha 9. Mediation at the Grassroots: Claiming Rights by Empowering Citizens in Bangladesh Lopita Huq and Simeen Mahmud PART III: MEDIATING THE POST-NATIONAL 10: Mediation as Diplomacy: Dynamics of Governance and Representation in Brazilian Indigenous Societies Alex Shankland 11. Achieving First Nation Self-Government In Yukon, Canada: The Mediating Role of the Council for Yukon Indians (cyi), 1975-1995* Roberta Rice 12. Transnationalisation as Mediation: Uyghur's Rights-Based Mobilisation Outside China Laura Trajber Waisbich
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.025 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
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".