A ‘Great Deal of Discrimination is Necessary in Administering the Law’: Frontier Guards and Migration Control in Early Twentieth-Century South Africa
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
This article provides a corrective to recent scholarship surrounding modern migration control, which has emphasised the shared origins of the legal systems created to control migration in the us , South Africa, Australia, New Zealand and Canada. The article demonstrates that the implementation of migration controls in British colonies was arbitrary. It uses the personal papers of Clarence Wilfred Cousins, the Chief Immigration Officer in the Cape, then South Africa (1905–1922), to demonstrate the role of frontier guards in shaping migration experiences. The article highlights the uses and limitations of using ‘ritual’ to understand migration control and how border spaces are experienced.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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