Limits of Social Capital for Refugee Integration: The Case of Gay Iranian Male Refugees' Integration in Canada
Bibliographic record
Abstract
Abstract Each year thousands of refugees, including racialized LGBT refugees, are resettled in Canada. Currently, economic independence is the foremost policy goal in integrating Canada's refugees. This policy often relies on social capital as a non‐economic solution to integration. I draw on 35 multi‐sequential interviews with 19 gay Iranian men to connect the empirical and theoretical debates around refugee integration and argue that over‐reliance on refugees' deployment of social capital for integration has grave shortcomings for their senses of belonging. I suggest that examining racialized LGBT refugees' integration strategies best reveals communitarian social capital's flaws at the conjunction of sexuality, gender, race, and class. I draw on Bourdieu's writings on social capital to highlight internal group differences, social inequalities, and the vital convertibility between financial, social, and cultural capital in building transferrable resources for refugee integration. I conclude by urging policy‐oriented studies of social capital.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".