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Record W1872077451

The Future of Southeast Asia: Challenges of Child Sex Slavery and Trafficking in Cambodia

2001· article· en· W1872077451 on OpenAlexaff
Benjamin Perrin, Shuvaloy Majumdar, Nicholas Gafuik, Stephanie Andrews

Bibliographic record

VenueeYLS (Yale Law School) · 2001
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsUniversity of TorontoUniversity of British Columbia
Fundersnot available
KeywordsGrassrootsSoftware deploymentScope (computer science)Southeast asiaWork (physics)Political scienceProject teamEconomic growthScheduleTourismCapacity buildingPublic administrationPoliticsManagementEngineeringSociology
DOInot available

Abstract

fetched live from OpenAlex

The Cambodia Project: During 2000-2001, The Future Group launched its inaugural project in Southeast Asia to address child sex slavery and trafficking. For nearly one-hundred days, a deployment team of four worked with local organizations in Cambodia to implement new ideas to help the children affected by this crisis of international proportions. Initially, The Future Group had planned to work to implement five projects in Cambodia. After just three weeks, the deployment team was significantly ahead of schedule and began to actively identify new areas to pursue. Critical areas of need at local centres were addressed and projects that increased the scope of advancing new ideas were completed. The following areas were addressed: Building Coalitions; Prevention Education; Responsible Tourism; Recovery Centre; Reintegration; Grassroots Skills Training; Regional Expansion of Operations; Policy Development; International Campaign; and Action Research.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.871
Threshold uncertainty score0.978

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 studies0.0010.001
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 head0.012
GPT teacher head0.241
Teacher spread0.229 · 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 designTheoretical or conceptual
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

Citations14
Published2001
Admission routes1
Has abstractyes

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