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Record W2585827466

Migration Governance and Migration Rights in the Southern African Development Community (SADC): Attempts at Harmonization in a Disharmonious Region

2015· article· en· W2585827466 on OpenAlexfundno aff
Belinda Dodson, Jonathan Crush

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Issues in South Africa
Canadian institutionsnot available
FundersDepartment for International DevelopmentInternational Development Research Centre
KeywordsPolitical scienceHarmonizationInternational tradeCorporate governanceDevelopment economicsBusinessEconomics
DOInot available

Abstract

fetched live from OpenAlex

This paper examines prospects for enhanced regional migration governance and protection of migrants’ rights in the Southern African Development Community (SADC). Migration in this region is substantial in scale and diverse in nature, incorporating economic, political and mixed migration flows. In addition to movements between countries within the region, migrants also come from across the African continent and even further afield. At its foundation in 1992, SADC as an institution initially embraced a vision of intra-regional free movement, but this has not become a reality. If anything, there has been a hardening of anti-migrant attitudes, not least in the principal destination country of South Africa. There have also been serious violations of migrants’ rights. Attempts at regional coordination and harmonization of migration governance have made limited progress and continue to face formidable challenges, although recent developments at national and regional levels show some promise. In conjunction with the 2003 SADC Charter of Fundamental Social Rights and 2008 Code on Social Security, incorporation of migrants into the SADC 2014 Employment and Labour Protocol could signal a shift towards more rights-based migration governance. The paper concludes by arguing that there can be no robust rights regime, either regionally or in individual countries, without extension of labour and certain other rights to non-citizens, nor a robust regional migration regime unless it is rights-based.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.885
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.037
GPT teacher head0.250
Teacher spread0.213 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations7
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueScholars Commons (Wilfrid Laurier University)Same topicLegal Issues in South AfricaFrench-language works237,207