The Will to Integrate: South Africa's Responses to Regional Migration from the SADC Region
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 This paper surveys frameworks of labour migration in southern Africa and determines South Africa's policy responses to inflows of migrants from seven neighbouring countries. Legislations, policy reports and scientific publications on migration were thoroughly reviewed and interviews and correspondence with key policymakers were conducted. Statistical analyses of data on foreign worker recruitments and permits issued by South Africa's Department of Home Affairs were also performed. The absence of a migration protocol in southern Africa suggests SADC Members have not implemented the African Union's migration policy basic guidelines. Two systems coexist in southern Africa that complicate migration governance: a South Africa‐managed bilateral migration policy, and aspirations for a formal SADC‐managed migration policy. Bilateral agreements between South Africa and neighbours have established a labour migration system that dims prospects for a regional migration policy. SACU Members could establish a two‐tier policy to achieve free movement while maintaining managed migration policy outside SACU. An official multilateral migration governance mechanism would serve SADC better than the current ad‐hoc measures.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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