APARTHEID NOSTALGIA: Personal security concerns in South African townships
Bibliographic record
Abstract
Iconic images, such as the photograph of Hector Petersen, the thirteen year old boy shot by police in 1976 at the onset of the Soweto uprising, serve as powerful reminders of the brutality of apartheid. The National Party regime marked a time of great suffering for black South Africans. Televised images of white police beating and shooting black protestors exposed the racist violence of apartheid to the world. Steve Biko’s murder in police custody, popularised in the west by the movie Cry Freedom, was further emblematic of the apartheid regime. As a student in Canada at the time, the writer of this article was greatly influenced by these events and images, and subsequently spent several years in South Africa conducting research on crime, social conflict and policing. This article concentrates on the relationship between personal security and the concept of ‘apartheid nostalgia’, not among white diehards, but among residents of Soweto.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.025 | 0.014 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".