MétaCan
Menu
Back to cohort
Record W2169531877

OUT OF NECESSITY AND INTO THE FIELDS: MIGRANT FARMWORKERS IN ST RÉMI, QUEBEC

2007· article· en· W2169531877 on OpenAlex
Giselle Valarezo

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueQSpace (Queen's University Library) · 2007
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Rural Development Research
Canadian institutionsnot available
Fundersnot available
KeywordsAcknowledgementMigrant workersPolitical sciencePopulationEconomic growthSocial isolationGeographyDemographic economicsGender studiesSociologyDemographyEconomicsMedicine
DOInot available

Abstract

fetched live from OpenAlex

The province of Ontario is the primary focus of a growing body of research discussing migrant agricultural labour in Canada. This thesis shifts the focus of inquiry to Quebec, a province that has not received the attention it warrants, given that it is “home” to the second largest temporary migrant population in Canada. Currently, Mexicans constitute the bulk of labourers contracted through the Seasonal Agricultural Worker Program (SAWP). With the establishment in 2003 of the Foreign Worker Program (FWP), however, the number of Guatemalans on the Quebec scene has increased significantly. The situation of workers from both countries is addressed in the form of a case study of St. Rémi. The thesis argues that the migrant experience in St. Rémi is characterized by a struggle to cope with: (1) an “unfree ” labour status; (2) social and geographical isolation; and (3) lack of social assistance and community acknowledgement. An attempt is made to give migrant workers a voice, since their contribution for the most part is either unknown or unappreciated. The support system now in place in St. Rémi affords migrants some minimal rights, but much remains to be done, in Quebec and across Canada, to make the plight of workers better known and their situation improved. ii

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.

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 score0.126
Threshold uncertainty score0.935

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
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 head0.007
GPT teacher head0.187
Teacher spread0.180 · 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