#OutsourcingMustFall: The Role of Workers in the 2015 Protest Wave at South African Universities
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
students at the University of the Witwatersrand (Wits) in Johannesburg, South Africa, launched a protest against the annual increase in student fees at the university. In the subsequent days and weeks, the protest spread to universities across the country, and came to be known as the #FeesMustFall (FMF) movement, which built on student movements earlier in the year, most notably the #RhodesMustFall movement. This was the biggest university protest wave in South Africa since the end of apartheid in 1994 and, some say, the most significant student protest since the 1976 Soweto riots. While the protests began with a focus on the student fee increase for 2016, demands were soon expanded to include issues such as free education, the cancellation of student debt, the decolonisation of the curriculum, and the insourcing of all university workers.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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