Violence and Democracy in Khayelitsha, Governing Crime through the ‘Community’
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
Waving placards that read “Sonele zizikoli, sanele yicrime (we have had enough of crime and thugs),” more than 60 angry residents protested outside the Khayelitsha Police Station on Tuesday. [ . . . ] Residents’ leader Unathi Mabengwana said: “Given the high crime rate in our area, we are of the view that whatever cops do to fight crime here is not enough. We demand that cops should be more harsh when dealing with criminals.” Greg Wagner, spokesman for community safety department said [Member of the Executive Council] Dan Plato will meet with the Western Cape police commissioner, General Arno Lamoer, to discuss the issue next week. Wagner said the meeting would also be a follow up on the recent vigilante attacks, in which three alleged crime suspects were burnt to death at Enkanini squatter camp (Mnyakama 2012).
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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 | 0.002 |
| 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