Complex political perpetrators: reflections on Dominic Ongwen
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 Dominic Ongwen is an indicted war criminal and former child soldier in one of the world's most brutal rebel organisations, the Lord's Resistance Army (LRA). Ongwen is at once victim and perpetrator: what justice strategy is relevant? I introduce the concept of complex political perpetrators to describe youth who occupy extremely marginal spaces in settings of chronic crisis, and who use violence as an expression of political agency. Ongwen represents a troupe of young rebels who were ‘bred’ in the shadows of illiberal war economies. Excluded from the polity, or rather never having been socialised within it, such complex political perpetrators must be recognised in the debate on transitional justice after mass atrocity, lest cycles of exclusion and violence as politics by another means continue.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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 it