Liminality and transactional sex among queer refugees: Insights from Lebanon, Turkey, Greece, and Switzerland
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
Abstract People of diverse sexual orientations, gender identities, and expressions who have been forcibly displaced (hereafter referred to as ‘queer refugees’) encounter liminal conditions along their displacement journeys that reinforce their marginalization. We conducted interviews with 46 queer refugees in four countries: Lebanon, Turkey, Greece, and Switzerland. We found that restrictive border controls, migration and refugee policies, asylum processes, and integration efforts structured queer refugees’ liminalities. In turn, they employed survival strategies, including engaging in transactional sexual practices, to meet their basic needs; however, these practices introduced health challenges for which they had limited access to services. In many instances, queer refugees engaged in transactional sex under exploitative and abusive conditions that heightened the risk of sexual and gender-based violence. Thus, we conclude that forced displacement emplaced queer refugees in states of multidimensional liminality that reinforced their marginalization.
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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 | 0.000 |
| 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 | 0.001 |
| 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