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Record W7053006097

2022 Trafficking in Persons Report: Honduras

2022· article· en· W7053006097 on OpenAlexaboutno aff

Bibliographic record

VenueFlorida International University Digital Commons (Florida International University) · 2022
Typearticle
Languageen
FieldEngineering
TopicLaser Design and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsHuman traffickingPandemicIndigenousSuicide preventionPoison controlDrug traffickingDomestic violenceSocial issuesHuman factors and ergonomics
DOInot available

Abstract

fetched live from OpenAlex

In the last five years, Honduras has experienced severe human trafficking issues, with domestic and foreign victims exploited both within the country and internationally. Honduran women and children are particularly vulnerable to sex trafficking, not only locally but also in nations like Belize, El Salvador, Guatemala, Mexico, Spain, and the United States. There's a specific targeting of vulnerable groups, including LGBTQI+ individuals, migrants, internally displaced persons (IDPs), persons with disabilities, child laborers, children of migrants, and residents of crime-controlled areas. The COVID-19 pandemic has amplified risk factors such as family instability, unemployment, and limited healthcare access, worsening the trafficking situation. Exploitation often occurs within victims' homes or communities, sometimes involving relatives or acquaintances. Trafficking forms also include forced labor, with adults and children coerced into street vending, begging, domestic work, drug trafficking, and various roles in the informal sector. This issue extends beyond Honduran borders, notably to Guatemala, Mexico, and the U.S. Children, especially those from Indigenous and Afro-descendant groups, including Miskito boys, face forced labor risks in various industries. Homeless children are especially susceptible to both sex and labor trafficking. Urban areas see criminal networks, including gangs, forcing girls into sex trafficking and children into criminal activities, though there's a reported rise in such gang activities in rural locales. The digital age sees traffickers increasingly using social media to lure victims with deceptive job offers, continuing to prey on vulnerable groups. Honduras is also a hotspot for child sex tourism, with offenders primarily from Canada and the U.S. Moreover, migrants in transit from various continents through Honduras to the U.S. are highly susceptible to trafficking exploitation. Compounding the issue, corruption and official complicity within Honduras have been known to facilitate these trafficking crimes, indicating systemic challenges in addressing the problem.

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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.718
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
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.011
GPT teacher head0.182
Teacher spread0.172 · 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.

Study designNot applicable
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
Published2022
Admission routes1
Has abstractyes

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