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Record W2735676069 · doi:10.1080/08865655.2017.1348910

Hyenas of the Limpopo: “Illicit Labour Recruiting,” Assisted Border Crossings, and the Social Politics of Movement Across South Africa’s Border with Zimbabwe

2017· article· en· W2735676069 on OpenAlexvenueno aff
Xolani Tshabalala

Bibliographic record

VenueJournal of Borderlands Studies · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican studies and sociopolitical issues
Canadian institutionsnot available
FundersNordiska Afrikainstitutet
KeywordsPoliticsPolitical scienceMovement (music)CriminologyGeographyDevelopment economicsEconomic growthPolitical economySociologyEconomicsLaw

Abstract

fetched live from OpenAlex

This article discusses the negotiation of undocumented cross-border movement, or assisted border crossings, at Beitbridge, South Africa’s border with Zimbabwe. By reading border practices as arising from a complex synthesis of state regulatory norms with social relations that shape everyday encounters with the Beitbridge border space, the article argues that assisted border crossings are temporally, structurally and experientially determined. The article proposes the local concept of ukutshokotsha as a way of understanding “border struggles” that shape this “morphogenesis.” Located in historical, regional, political-economic, as well as experiential contexts, assisted border crossings are analyzed as rooted in everyday encounters with a fraught border space, as opposed solely to the border’s official institutional norms. The article argues that a focus on border practices is important in as far as it privileges the complex agency of disparate border actors, of the border, and of the shifting meanings of borders that emerge from everyday practices. By describing the colonial style “illicit labour recruiting” and post-independence “assisted border crossings” as a socio-historical, phenomenological, and political process, the article emphasizes the active role of middlemen in shaping the nature and meaning of the Beitbridge border and of the political economic organization of cross-border movement in contemporary Southern Africa. The article argues that the social politics of movement across the Beitbridge border is as much a contingency of history, a material, social and existential aspect of contemporary border practices, and a characteristic of everyday forms of Southern African state formation in a general context of socio-economic crisis.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.015
Scholarly communication0.0040.003
Open science0.0000.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.054
GPT teacher head0.401
Teacher spread0.347 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations10
Published2017
Admission routes1
Has abstractyes

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