The Politics of Culture in Humanitarian Aid to Women Refugees Who Have Experienced Sexual Violence
Bibliographic record
Abstract
There is a growing sense of urgency within international humanitarian aid agencies to intervene quickly when faced with organized violence stemming from war or armed conflict. From this perspective, the rape of refugees calls for prompt psychological intervention. Beyond this sense of urgency, the premises underlying the different models of humanitarian intervention being utilized require further documentation. What concepts and practices characterize the mental health interventions for refugee women who have suffered sexual violence? How is transcultural psychiatry conceived and practised in refugee camps? How is ‘refugee culture’ defined? What do these definitions imply when translated into therapeutic care to rape victims? This article discusses these issues, and raises some concerns about the appropriateness and the scope of UN and nongovernmental approaches.
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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 | 0.009 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.059 |
| Scholarly communication | 0.014 | 0.005 |
| Open science | 0.001 | 0.016 |
| Research integrity | 0.003 | 0.007 |
| 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".