Men, Masculinities and Transnational Migration in the Canadian Context: A Scoping Review
Bibliographic record
Abstract
Our paper examines how scholarly research on transnational migration has addressed gender identities, focusing specifically on the construction of masculinities among transnational migrant men in Canada. While research on transnational female migrants acknowledges their heterogeneous experiences of gender, research on transnational male migrants often presumes that their experiences of gender are largely homogenous. To fill this gap in the literature, our paper presents a scoping review of peer-reviewed research that explores how transnational migration both unmakes and remakes migrant men’s gender identities in the Canadian context. Our study concludes that there is a need for more scholarship relating to transnational migrant men in Canada, particularly that which examines how masculinities are produced by and productive of changing social locations, cultural positionalities, patterns of inequality, and hierarchies of power and privilege.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.015 | 0.024 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".