MétaCan
Menu
Back to cohort
Record W7029227815

Impermanent Workers, Permanent Labour: Exploring the Lived Experiences of Mexican Seasonal Agricultural Workers in BC

2020· other· en· W7029227815 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2020
Typeother
Languageen
FieldSocial Sciences
TopicConsumer behavior in food and health
Canadian institutionsnot available
Fundersnot available
KeywordsLived experienceAgricultureWork (physics)Government (linguistics)Farm workersField research
DOInot available

Abstract

fetched live from OpenAlex

The government of Canada, in an agreement with the governments of Mexico, Guatemala, and ten Caribbean countries, has promoted a number of programs that allow people from the aforementioned countries to work in Canada temporarily, particularly in the field of agriculture. The Seasonal Agricultural Worker Program (SAWP) brings over 45,000 workers into Canada yearly, and over half of them are from Mexico. Published and gray literature on the SAWP has revealed that seasonal migrant agricultural workers’ experiences as part of the program are mainly characterized by poor living and working conditions, including several cases of abuse and discrimination. This research explores the ways in which Mexican seasonal agricultural workers make sense of their lived experiences regarding their living and working conditions in British Columbia as part of the SAWP, and it analyses how these experiences are shaped by race and politics.

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)0.001
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.208
Threshold uncertainty score0.944

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.063
GPT teacher head0.317
Teacher spread0.253 · 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 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueUVic’s Research and Learning Repository (University of Victoria)Same topicConsumer behavior in food and healthFrench-language works237,207