‘Every day a new shop pops up’ – South Africa's ‘New’ Chinese Diaspora and the Multilingual Transformation of Rural Towns
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
In this paper we will provide a preliminary overview of the Chinese diaspora in South Africa, with particular focus on non-metropolitan, rural contexts. The migrations of the nineteenth, twentieth and twenty-first centuries have produced a complex array of Chinese communities around the world. While we know a fair amount about the Chinese diasporas in the United States, United Kingdom, Canada, Australia and also diasporic communities within Asia, Africa's Chinese community remains a vastly understudied aspect of this larger Chinese diaspora (Ma & Cartier, 2003). Yet there have been long-standing ties between Africa and China, going back to the fifteenth century, and presently China is one of Africa's biggest trade partners and investors (Rotberg, 2008).
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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