The Dark Side of Democracy: Migration, Xenophobia and Human Rights in South Africa
Bibliographic record
Abstract
South Africa prides itself on having one of the most progressive constitutions in the world. The Bill of Rights guarantees a host of basic political, cultural and socio‐economic rights to all who are resident in the country. Yet there have been persistent reports that citizen intolerance of non‐citizens, refugees and migrants has escalated dramatically since 1994. This article documents this process through presentation of results of national public opinion surveyed by the Southern African Migration Project (SAMP). The surveys show that intolerance is extremely pervasive and growing in intensity and seriousness. Abuse of migrants and refugees has intensified and there is little support for the idea of migrant rights. Only one group of South Africans, a small minority with regular personal contact with non‐citizens, is significantly more tolerant. These findings do not augur well for migrant and refugee rights in this newly democratic country, or early acceptance of the UN Convention on the protection of migrant workers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".