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Record W2114282177 · doi:10.5539/ass.v7n7p23

Cambodian Migrants in Thailand: Working Conditions and Issues

2011· article· en· W2114282177 on OpenAlexvenueno aff
John Walsh, Ty Makararavy

Bibliographic record

VenueAsian Social Science · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsEarningsProfitability indexWork (physics)Value (mathematics)Migrant workersDemographic economicsStandard of livingEconomic growthLabour economicsBusinessDevelopment economicsEconomics

Abstract

fetched live from OpenAlex

The significant differences in standards of living available across the Thai-Cambodian border are influential in encouraging large numbers of Cambodian migrants to travel for work in Thailand on a temporary or permanent basis. Demand for labour is generally in labour-intensive industries with low value added and the low wages provided act to depress overall earnings. This situation contributes to social tensions and means otherwise uncompetitive work is continued which would otherwise be discontinued because of lack of profitability. Using the findings from qualitative, in-depth interviews with 59 Cambodian migrant workers in Thailand, this paper investigates the types of work that Cambodian migrants are undertaking in Thailand and the conditions in which they live, which is partly determined by the type of work they undertake. Living conditions will in turn determine to some extent the ability of workers to modify their future prospects as remittances change their future prospects.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.785
Threshold uncertainty score0.921

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.034
GPT teacher head0.325
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 designObservational
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

Citations24
Published2011
Admission routes1
Has abstractyes

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