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Record W4246952266 · doi:10.1177/019791830003400104

Migration of Mexican Seasonal Farm Workers to Canada and Development: Obstacles to Productive Investment

2000· article· en· W4246952266 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueInternational Migration Review · 2000
Typearticle
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsSubsistence agriculturePosition (finance)Investment (military)PessimismEconomicsAgricultureOptimismPerspective (graphical)Human capitalStandard of livingDemographic economicsEconomic growthDevelopment economicsLabour economicsGeographyPolitical scienceMarket economyFinance

Abstract

fetched live from OpenAlex

This article explores the impact of international labor migration on development in communities of origin. It outlines three theoretical positions corresponding to specific theoretical trends in the field of development. The first position is represented by those who postulate that remittances and acquired skills and knowledge contribute to local development (the optimistic perspective). The second position is represented by those who regard the impact of international migration in predominantly negative terms (the pessimistic perspective). And finally, there are those who believe that some, although limited, growth is possible when transmigrants remit financial and social capital (the moderately optimistic perspective). Based on research on Mexican seasonal workers in Ontario, the article will argue that while international migration can contribute to some economic growth, this growth is limited. While the standards of living of seasonal labor migrants and their households improve (and therefore there is basis for some limited optimism), few among them invest their money in productive activities. Instead, the improvements that the migrants’ households experience are linked to continuous external sources of income. The article illustrates that while Canada-bound migrants experience both structural constraints related to the decline in subsistence agriculture in Mexico and those related to household composition (absence of males from the household), specific criteria used to select participants in the Canadian seasonal farm worker program compound the problems associated with the low potential among these workers to invest remittances productively.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.926
Threshold uncertainty score0.726

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.017
GPT teacher head0.292
Teacher spread0.275 · 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