MétaCan
Menu
Back to cohort
Record W2944430369 · doi:10.25071/1913-9632.39485

Labours of Love: Family, Human Rights, and Worker Invisibility in Seasonal Mexican Farm Worker Agricultural Migrations to Canada, 1974–Present

2019· article· en· W2944430369 on OpenAlexvenueaboutno aff
Naomi Alisa Calnitsky

Bibliographic record

VenueLeft History An Interdisciplinary Journal of Historical Inquiry and Debate · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsInvisibilityContext (archaeology)PoliticsAgriculturePolitical scienceMigrant workersFarm workersSociologyHuman rightsGender studiesEconomic growthGeographyLawEconomics

Abstract

fetched live from OpenAlex

This article provides a focused review of the history of seasonal and “foreign” farm labour migration in Canada, and in particular the Canadian Seasonal Agricultural Workers Program (SAWP). It underscores how Mexican migrant workers in particular have been portrayed in Canadian narrative discourses, drawn primarily from political and journalistic sources in Canada in the postwar period. Extended to Mexico in 1974, the SAWP has a longer history of managed agricultural migration in Canada that is also introduced. The article discusses leitmotifs linked to the history of temporary migration between Mexico and Canada: the fundamental place of family and gender relations; the trope of the male migrant as “breadwinner” (despite the later emergence of women migrants in the program); Mexican officials based in Canada and their role in mitigating labour disputes and unionization efforts among the seasonal migrant class in Canada; and the subjective, “subaltern” stories of migrant workers uncovered through an oral history case study carried out in British Columbia and Manitoba from 2012–2015. It introduces other thematic problems including exclusion/invisibility, human rights, patterns of remuneration, and “complementarity” in farm work, in a context of prior reliance upon the managed internal migration of First Nations’ harvest workers in both Ontario’s and Manitoba’s agricultural sectors.

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 score0.105
Threshold uncertainty score0.760

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0350.023
Scholarly communication0.0070.002
Open science0.0010.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.024
GPT teacher head0.291
Teacher spread0.267 · 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

Citations0
Published2019
Admission routes2
Has abstractyes

Explore more

Same venueLeft History An Interdisciplinary Journal of Historical Inquiry and DebateSame topicCanadian Identity and HistoryFrench-language works237,207