UNsupported: The Needs and Rights of Children Fathered by UN Peacekeepers in the Democratic Republic of Congo
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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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".