UNsupported: The Needs and Rights of Children Fathered by UN Peacekeepers in the Democratic Republic of Congo
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 Sexual exploitation and abuse (SEA) by United Nations (UN) peacekeepers causes severe physical and psychological consequences. Where SEA leads to pregnancy and childbirth, peacekeepers typically absolve themselves of their paternal responsibilities and paternity suits are largely unsuccessful. The lack of support for peacekeeper-fathered children (PKFC) tarnishes the image of the UN who fails to implement a victim-centred approach to SEA. Analysing shortcomings in the provision of support, this article presents an evaluation of the UN’s accountability system from the perspective of PKFC families. In-depth interviews with thirty-five PKFC and sixty mothers demonstrate local barriers to child support and paternity claims in eastern Democratic Republic of Congo. We discuss PKFC’s need for assistance and their mothers’ attempts to navigate an opaque international legal system. The findings cast light on their limited access to UN subsidies and offer recommendations to better implement existing UN goals of justice and victim-oriented policies.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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