Informalized containment: food markets and the governance of the informal food sector in Windhoek, Namibia
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
Policy responses to the growth of the informal food sector in African cities vary from benign neglect to active destruction. The eradication of street food vending is the dominant mode of governance. Alternative approaches that recognize the inevitability of informality and the role of the sector in making food accessible to the urban poor have begun to emerge. One is an enclose-and-contain model that creates spaces for trading and seeks to confine trading to these spaces through active policing. This strategy has been pursued in Windhoek, Namibia but has been compromised by consumer demand, which is not satisfied by the city’s approved markets, and by the actions of street traders who cluster at key locations and force tacit official recognition. This paper examines the origins and development of the resulting hybrid model of informalized containment, as well as the profile of consumers who patronize both types of markets.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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