The Politics of Culture in Humanitarian Aid to Women Refugees Who Have Experienced Sexual Violence
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
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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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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