Critical Challenges to Protecting Unaccompanied and Separated Foreign Children in the Western Cape: Lessons Learned at the University of Cape Town Refugee Rights Unit
Bibliographic record
Abstract
Despite South Africa having a relatively well developed legal and policy framework for securing the rights of children, there are a number of critical protection gaps that exist in terms of the implementation of these frameworks for unaccompanied or separated foreign children by magistrates, social workers and Department of Home Affairs’ officials in particular. This report focuses on the key challenges that the UCT Refugee Rights Unit has experienced in the protection of unaccompanied foreign children in the Western Cape province. In addition to setting out the legal and policy frameworks for dealing with foreign children in South Africa, the paper reviews some of the Unit’s cases and highlights various challenges in the course of undertakingthis work. The key protection gaps that are highlighted include difficulties with or lack of suitable entry by foreign unaccompanied or separated children into South Africa’s child care and protection system, the unclear interface between the refugee regime and the child protection regime, inability to access legal documentation, and the poor level of knowledge of the legal and protection frameworks by government and frontline service providers.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".