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Record W4414411549 · doi:10.1007/s10460-025-10787-0

Local food-global labour: contradictions and tensions between farmers and migrant farmworkers and possibilities for solidarity in Canada

2025· article· en· W4414411549 on OpenAlexfundaboutno aff
Martha Jane Robbins

Bibliographic record

VenueAgriculture and Human Values · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicOrganic Food and Agriculture
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council
KeywordsSolidarityPeasantAgricultureMigrant workersFace (sociological concept)PoliticsFarm workersFood systems

Abstract

fetched live from OpenAlex

Abstract The logic of the corporate food regime requires a system of labour based on migration. Free trade agreements have entrenched a drive for ever-expanding export agriculture and resulted in both a devastation of peasant agriculture, creating migrant workers, and an increased need for temporary labour on Canadian farms. Family farmers in Canada face labour challenges exacerbated by the current food regime and, for some, the Seasonal Agricultural Worker Program (SAWP) is seen as an answer to those challenges. However, the SAWP is based on systemic exploitation of migrant workers. This paper seeks to assess the role of migrant labour in Canadian food systems and reveal the contradictions, tensions, and possibilities of farmers acting in solidarity with migrant farmworkers by exploring the formation and political direction of the National Farmers Union’s Migrant Worker Solidarity Working Group (MWSWG).

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.618
Threshold uncertainty score0.767

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 studies0.0010.000
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 head0.011
GPT teacher head0.214
Teacher spread0.202 · 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

Citations2
Published2025
Admission routes2
Has abstractyes

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