Umwana w’umugore: The gendered realities of girls born of conflict-related sexual violence and their mothers in post-genocide Rwanda
Bibliographic record
Abstract
This article explores the challenges, needs and capacities of girls born of conflict-related sexual violence during the 1994 Rwandan genocide against the Tutsi. Twenty-nine interviews and 11 focus groups were conducted with girls born of genocidal rape, alongside 44 interviews with mothers of children born of genocidal rape. In a society where Umwana w’umugore – being ‘the child of a woman’ – is considered an insult for children born of rape, gendered realities profoundly shape girls’ experiences. Data reveal that girls born of genocidal rape face challenges related to identity and belonging, multiple forms of violence and economic challenges. Moreover, girls sustain the indirect consequences of gender-based injustices committed against their mothers, making stigma and social exclusion shared and intergenerational experiences, alongside mutual care and support. Policy development must take into account the unique needs of girls born of rape, the precarious situation of their mothers and broader gender inequalities.
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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 | 0.004 | 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 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".