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Record W3090174405 · doi:10.6000/1929-4409.2020.09.68

Children as Victims of Forced Marriages in Lesotho: A Question of Cultural Practice or Approval of Child Exploitation

2020· article· en· W3090174405 on OpenAlexvenueno aff
Precious Mosa Likoti, Ephraim Kevin Sibanyoni

Bibliographic record

VenueInternational Journal of Criminology and Sociology · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsnot available
Fundersnot available
KeywordsForced marriageSnowball samplingPovertyChild marriageQualitative researchEnforcementPsychologyCriminologySocial psychologyLawSociologyPolitical scienceMedicineDemographySocial sciencePopulation

Abstract

fetched live from OpenAlex

This study focuses on the experiences of children as victims of abduction into forced child marriage in Lesotho. The study pays attention to children living in the rural area of Semonkong, where patterns of abduction into forced marriage are common. The objectives were, to explore factors that contribute to incidents of a child forced marriages, to determine the effects of a child forced into marriages. The study used a qualitative research method. A sample of 10 participants (all women aged 21-51) from the Semonkong area in Lesotho were sampled using Snowball sampling. In-depth interviews were used to collect data and were analyzed thematically. The findings: families use cultural practice as a means to exact power and authority to exploit children to escape poverty. Most girls were abducted without their consent, threatened, and were continuously violated in their marriages. They experienced damaging and degrading psychological effects from abduction but more so in their marriages. They endure all sorts of abuse and never reported the incident to the police. Recommendations: Preventing forced child marriage requires strengthened legal and policy frameworks, to ensure increased awareness and greater enforcement of existing laws.

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)0.004
metaresearch head score (Gemma)0.011
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 score0.034
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0110.012
Scholarly communication0.0040.003
Open science0.0010.005
Research integrity0.0020.004
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 head0.050
GPT teacher head0.382
Teacher spread0.332 · 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

Citations3
Published2020
Admission routes1
Has abstractyes

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