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Record W4414600413 · doi:10.33679/rfn.v1i1.2396

Dos perfiles de trabajadores temporales chiapanecos en la agroindustria del Valle de Okanagan, Canadá

2025· article· en· W4414600413 on OpenAlexaboutno aff
Xochi Quetzal López Guzmán, Germán Martínez Velazco

Bibliographic record

VenueFrontera norte · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsAgency (philosophy)Contrast (vision)Work (physics)AgricultureParticipant observationCapital (architecture)

Abstract

fetched live from OpenAlex

This study analyzes the temporary migration of two groups of workers from Chiapas mobilized to the agricultural enclave in Canada: a group of workers institutionally recruited by the Seasonal Agricultural Worker Program (SAWP), in contrast to nomadic workers who independently and itinerantly mobilized to work during the harvest seasons. The objective was to contrast the subjectivities and behaviors of each group regarding work environment according to their profile. While the Canadian and Mexican States regulate the program workers through contracts, the nomadic workers with their agency and social capital enter the same country for employment. These differentiating characteristics guided the participant observation, ethnography, and open interviews. The field work was carried out during the summers of 2022 and 2023, the set of results of which allowed us to conclude that both groups of workers are differentiated as disciplinary individuals and performance subjects.

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.089
Threshold uncertainty score0.180

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0050.002
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.014
GPT teacher head0.279
Teacher spread0.265 · 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
Published2025
Admission routes1
Has abstractyes

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