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
An extraordinary outbreak of xenophobic violence in May 2008 shocked South Africa, but hostility toward newcomers has a long history. Democratization has channeled such discontent into a non-racial nationalism that specifically targets foreign Africans as a threat to prosperity. Finding suitable governmental and societal responses requires a better understanding of the complex legacies of segregation that underpin current immigration policies and practices. Unfortunately, conventional wisdoms of path dependency promote excessive fatalism and ignore how much South Africa is a typical settler state. A century ago, its policy makers shared innovative ideas with Australia and Canada, and these peers, which now openly wrestle with their own racist past, merit renewed attention. As unpalatable as the comparison might be to contemporary advocates of multiculturalism, rethinking restrictions in South Africa can also offer lessons for reconciling competing claims of indigeneity through multiple levels of representation and rights.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.000 |
| 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