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Record W4390235615 · doi:10.3390/socsci13010016

“It’s like We’re Still in Slavery”: Stress as Distress and Discourse among Jamaican Farm Workers in Ontario, Canada

2023· article· en· W4390235615 on OpenAlexafffundabout
Stephanie Mayell

Bibliographic record

VenueSocial Sciences · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Farm Safety
Canadian institutionsMcMaster UniversityUniversity of Toronto
FundersCanadian Institutes of Health ResearchMcMaster University
KeywordsMental healthDistressForegroundingMental distressRacismContext (archaeology)Social isolationSociologyPrecarious workPsychologySocioeconomicsGender studiesWork (physics)PsychiatryGeographyClinical psychology

Abstract

fetched live from OpenAlex

For more than fifty years, Jamaican farm workers have been seasonally employed in Canada under the Seasonal Agricultural Worker Program (SAWP). In Canada, these workers live and work in conditions that make them vulnerable to various health issues, including poor mental health. This ethnographic study investigated Jamaican SAWP workers’ mental health experiences in Southern Ontario. Several common factors that engender psychological distress among Jamaican workers, ranging from mild to extreme suffering, were uncovered and organised into five themes: (1) family, (2) work environments and SAWP relations, (3) living conditions and isolation, (4) racism and social exclusion, and (5) illness and injury. I found that Jamaican workers predominantly use the term ‘stress’ to articulate distress, and they associate experiences of suffering with historic plantation slavery. Analysis of workers’ stress discourses revealed their experiences of psychological distress are structured by the conditions of the SAWP and their social marginalisation in Ontario. This article presents and discusses these findings in the context of SAWP power dynamics and concludes with policy recommendations aimed at improving the mental health of all SAWP workers. In foregrounding the experiences of Jamaican workers, this study addresses the dearth of research on the health and wellbeing of Caribbean SAWP workers.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.051
Threshold uncertainty score0.371

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0290.014
Scholarly communication0.0050.001
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.018
GPT teacher head0.241
Teacher spread0.223 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations11
Published2023
Admission routes3
Has abstractyes

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