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Record W7127555239

Lives on Hold: An Exploratory Analysis of the Effects of Temporariness on the Health and Well-Being of Temporary Foreign Workers in Saskatchewan.

2025· article· en· W7127555239 on OpenAlexaboutno aff
Liliana Rodriguez Mancilla

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsDeportationThematic analysisVulnerability (computing)ImmigrationEvictionExploratory analysisQualitative researchGovernment (linguistics)Qualitative analysis
DOInot available

Abstract

fetched live from OpenAlex

In the last forty years, Canada has relied on millions of temporary foreign workers (TFWs) to alleviate labour shortages and to boost the Canadian economy. Past research regarding TFWs highlights the negative impacts of precarious legal status on their health and well-being. Nevertheless, limited attention has been given to the intersection between the temporariness of TFWs legal status and their overall health outcomes. This study aims to investigate how temporariness is perceived and experienced by TFWs in Saskatchewan and explores the ways in which lack of permanent status affects their health and well-being. By analyzing thirty semi-structured interviews conducted in Saskatchewan in 2017, this research applies a qualitative approach to secondary data, using thematic analysis within a Social Determinants of Health Framework. This study investigates key factors such as access to healthcare, the psychological impact of living in uncertainty and the ways in which a precarious legal status shapes health and well-being. The analysis shows that the temporary nature of TFWs’ legal status is not accidental but shaped by immigration policies that set the terms under which migrant workers live and work. Through things like visa lengths and renewal deadlines, the system maintains control over the ability to stay and transition to permanent residence. This creates a form of precarious status, which translates into socio-economic vulnerability where rights are limited, and uncertainty is a constant. This situation has a direct impact on health. The fear of deportation and the instability push many migrant workers into cycles of exploitation, fundamentally maintaining their status as permanently temporary labour.

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)0.000
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.579
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.202
Teacher spread0.195 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueUniversity Library (University of Saskatchewan)Same topicMigration and Labor DynamicsFrench-language works237,207