Sexuality and integration: a case of gay Iranian refugees’ collective memories and integration practices in Canada
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.
Bibliographic record
Abstract
During the past two decades, Canada has accepted hundreds of LGBT asylum seekers, including gay Iranian men. Sociologists of sexualities and migration have yet to study this group as immigrants whose sexualities play a central role in their social interactions, immigration, and integration practices. Taking integration as a category of practice and relying on Halbwachs’s theory of collective memory, I provide an empirical study of integration practices of gay Iranian refugees in Canada. I draw on 32 interviews with gay Iranian refugees to analyse their interactions with Canadian society at large, the Canadian gay community, and Iranian Diaspora. My findings indicate that memories play the role of proxies that inform gay Iranian refugees’ interactions in Canada at the intersection of race-ethnicity, gender and sexuality, and nationality.
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 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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it