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Record W4409180231 · doi:10.1007/978-981-97-9715-8_1

South–South Migration: What is at Issue?

2025· book-chapter· en· W4409180231 on OpenAlexaff
Abel Chikanda, Jonathan Crush, Sujata Ramachandran

Bibliographic record

VenueInternational perspectives on migration · 2025
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsWilfrid Laurier UniversityBalsillie School of International AffairsMcMaster University
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

Abstract This volume on New Directions on South–South Migration critically examines the trends and dimensions of migration from the perspective of people from the South. It brings together a combination of leading and emerging scholars and practitioners, many of whom were trained or are working in the Global South, to examine the drivers, dynamics and consequences of this increasingly important phenomenon. We explore the economic forces that propel individuals to seek opportunities across borders, examine the social dimensions of this migration and draw attention to how South–South flows and its outcomes are assuming new intricacies tied to rapid global transformations and new challenges, such as climate change and the COVID-19 pandemic. By exploring new areas and themes, the volume presents a new way of conceptualising and understanding South–South migration and provides greater visibility to processes of mobility and immobility that receive scant attention in mainstream, Northern-dominated migration research agenda setting and scholarship. Furthermore, it brings to the fore the voices of scholars from the South in a subdiscipline that for long been dominated by scholars from and in the North.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.874
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0120.002

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 head0.015
GPT teacher head0.299
Teacher spread0.284 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations1
Published2025
Admission routes1
Has abstractyes

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