Round table report: Advancing regional social integration, social protection, and the free movement of people in Southern Africa
Bibliographic record
Abstract
The round table on “Advancing regional social integration, social protection, and free movement of people in Southern Africa” was organized as part of the conference “Regional governance of migration and social policy: Comparing European and African regional integration policies and practices” held at the University of Pretoria (South Africa) on 18–20 April 2012, at which the articles in this special issue were first presented. The discussion was moderated by Prince Mashele of the South African Centre for Politics and Research and the participants included: Yitna Getachew, IOM Regional Representative for Southern Africa, Migration Dialogue for Southern Africa (MIDSA); Jonathan Crush, University of Cape Town and Balsillie School of International Affairs, Canada, representing the Southern Africa Migration Program (SAMP); Vic van Vuuren, Director of Southern African ILO; Vivienne Taylor, South Africa Planning Commission; Sergio Calle Norena, Deputy Regional Representative of UNHCR; Laurent De Boeck, Director, ACP Observatory on Migration, Brussels; Wiseman Magasela, Deputy Director General Social Policy, South African Department of Social Development; and Sanusha Naidu, Open Society Foundation for South Africa.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".