Mediated citizenship : the informal politics of speaking for citizens in the global south
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it