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Record W3203107189 · doi:10.15173/glj.v12i3.4444

The Fragility of the Labour Corridors to Costa Rica and the United States: Precarious Migrant Workers in Central America

2021· article· en· W3203107189 on OpenAlexvenueno aff
Abelardo Morales-Gamboa

Bibliographic record

VenueGlobal Labour Journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsWorkforceVulnerability (computing)PrecarityFragilityInformal sectorMigrant workersPolitical scienceEconomic growthEconomics

Abstract

fetched live from OpenAlex

Central American migration flows take place mostly through two main corridors: the northern corridor to the United States, and the southern corridor to Costa Rica. Using the concept of fragility, in this article I analyse how migration combines the precarity and vulnerability that Central American workers face, both in their home country and in the corridors toward the destination labour markets. Their movements and the conditions they encounter reflect a new scale of local and transnational labour relationships. Migrant workers constitute a segment of the workforce in transnational corridors, which circulates between several informal activities but also among key sectors of the formal economy; the latter often takes advantage of their social, occupational and even legal difficulties. Keywords: Central America; migrant workers; labour markets; informal economy; labour corridors

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.331
Threshold uncertainty score0.944

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.009
GPT teacher head0.264
Teacher spread0.254 · 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

Citations1
Published2021
Admission routes1
Has abstractyes

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