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Record W3023691174 · doi:10.1108/ijssp-03-2020-0097

A systematic review of drivers and interventions against sex work migration in Edo State, Nigeria

2020· review· en· W3023691174 on OpenAlexaff
Prince Agwu, Uzoma O. Okoye, Prince Chiagozie Ekoh, Ngozi E. Chukwu, Chinyere Onalu, Ijeoma Igwe, Paul Ani Onuh, Gift Amadi, George C. Nche

Bibliographic record

VenueInternational Journal of Sociology and Social Policy · 2020
Typereview
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsPsychological interventionSex workGrey literatureLanguage changePoliticsInclusion (mineral)Systematic reviewOriginalityWork (physics)Political scienceState (computer science)SociologyPsychologySocial scienceMedicineLawMEDLINEQualitative researchEngineering

Abstract

fetched live from OpenAlex

Purpose Sex work migration involves a huge number of females from Nigeria, and has attracted concerns within and across the country. To add to ongoing conversations about responsible migration, our review underscores the prevalence of sex work migration in Edo State, Nigeria, the drivers and interventions. Design/methodology/approach The review adopted exhaustive search terms coined with the aid of “Boolean Operators”. Search terms were entered into several search engines and databases to elicit peer-reviewed and grey literature within sex work migration and human trafficking for commercial sex. An output of 578 studies was recorded with 76 (43 academic papers and 33 grey literature) meeting the inclusion criteria. Findings The study acknowledged wide-spread prevalence of sex work migration involving Nigerian females who are largely from Edo State. It achieved a prioritization of the factors that drive sex work migration based on how frequent they were mentioned in reviewed literature: economic (64.4%), cultural (46%), educational (20%), globalization (14.5%) and political factors (13.2%). Several interventions were highlighted together with their several limitations which include funding, absence of grass-roots engagement, dearth of appropriate professionals, corruption, weak political will, among others. A combination of domestic and international interventions was encouraged, and social workers were found to be needful. Originality/value Our systematic review is the first on this subject, as none was found throughout our search. It seeks to inform policy measures and programmes, as well as horizontal efforts poised to tackle the rising figures of sex work migrants and attendant consequences in Nigeria.

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)0.014
metaresearch head score (Gemma)0.060
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.014
Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.060
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0080.006
Bibliometrics0.0110.010
Science and technology studies0.0020.001
Scholarly communication0.0040.004
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.417
Teacher spread0.380 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations17
Published2020
Admission routes1
Has abstractyes

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