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Record W4309782379 · doi:10.1007/s10460-022-10397-0

Re-centering labour in local food: local washing and the growing reliance on permanently temporary migrant farmworkers in Nova Scotia

2022· article· en· W4309782379 on OpenAlexafffundabout
Elizabeth Fitting, Catherine Bryan, Karen Polinger Foster, Jason W. M. Ellsworth

Bibliographic record

VenueAgriculture and Human Values · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicOrganic Food and Agriculture
Canadian institutionsDalhousie University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsNova scotiaAgricultureConsumption (sociology)BusinessLocal governmentAgricultural economicsFood systemsProduction (economics)Food securityEconomic growthEconomicsGeographySociology

Abstract

fetched live from OpenAlex

This article explores the labour behind local food in the Canadian Atlantic province of Nova Scotia. Based on surveys and interviews with farmers, migrant farmworkers, and farmers' market consumers in the province, we suggest that the celebration of local food by government and industry is a form of "local washing." Local washing hides key aspects of the social relations of production: in this case, it hides insufficient financial and policy supports for Nova Scotian farms and the increased reliance on migrant farmworkers via the Seasonal Agricultural Worker Program and the Temporary Foreign Worker Program. Our research found that a growing reliance on migrant farmworkers was not just the case for larger, industrial farms, but also for smaller farms participating in local and alternative food initiatives, like farmers' markets and fresh produce subscription boxes. Additionally, our surveys show that while farmers' market shoppers expressed an interest in supporting local foods, they reported knowing little about farm workers or working conditions. Our paper contributes to the literature on local and alternative food initiatives by connecting the relations of production to consumption. Rather than focusing solely on the nature of the relationships between farmers and consumers and the values embodied in direct agricultural markets, this research explores the central role of permanently temporary migrant workers in local agriculture.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.600
Threshold uncertainty score0.751

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 integrity0.0000.001
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 head0.013
GPT teacher head0.203
Teacher spread0.190 · 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

Citations13
Published2022
Admission routes3
Has abstractyes

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