A Zambian Town in Colonial Zimbabwe: The 1964 “Wangi Kolia” Strike
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
Abstract In March 1964 the entire African labour force at Wankie Colliery, “Wangi Kolia”, in Southern Rhodesia went on strike. Situated about eighty miles south-east of the Victoria Falls on the Zambezi River, central Africa’s only large coalmine played a pivotal role in the region’s political economy. Described by Drum , the famous South African magazine, as a “bitter underpaid place”, the colliery’s black labour force was largely drawn from outside colonial Zimbabwe. While some workers came from Angola, Tanganyika (Tanzania), and Nyasaland (Malawi), the great majority were from Northern Rhodesia (Zambia). Less than one-quarter came from Southern Rhodesia (Zimbabwe) itself. Although poor-quality food rations in lieu of wages played an important role in precipitating female-led industrial action, it also occurred against a backdrop of intense struggle against exploitation over an extended period of time. As significant was the fact that it happened within a context of regional instability and sweeping political changes, with the independence of Zambia already impending. This late colonial conjuncture sheds light on the region’s entangled dynamics of gender, race, and class.
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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 | 0.001 | 0.001 |
| 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 | 0.001 |
| 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