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Record W1144246205

Victimized and Forgotten: Examining The Nature and Human Rights Implication of Nigeria’s Sex-Trafficking Ring

2015· article· en· W1144246205 on OpenAlexaff
Benjamin Maiangwa, Ndubuisi Christian Ani

Bibliographic record

VenueJenda · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsHuman rightsHuman traffickingCriminologyGovernment (linguistics)Sex traffickingPolitical scienceState (computer science)SociologyLaw
DOInot available

Abstract

fetched live from OpenAlex

Human trafficking involving the use of Nigerian women for sexual exploitation is not a new phenomenon. However, it is escalating at an unprecedented scale with severe implications on the human rights and psycho-social wellbeing of the victims. Poignantly, the crime has not received sufficient attention from the Nigerian government. As such, the many women and girls trapped in the cycle of the crime are being victimized and forgotten. This paper examines the nature and human rights implications of Nigeria’s sex trafficking ring. The discussion is informed by an assessment of how the Nigerian state is applying its legal mechanisms and utilizing the international conventions and protocols on human trafficking to address the sex crime and respond to the plights of the victims.

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)0.001
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.513
Threshold uncertainty score0.418

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.024
GPT teacher head0.314
Teacher spread0.290 · 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 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

Citations0
Published2015
Admission routes1
Has abstractyes

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