Rwanda’s Inyangamugayo: Perspectives from Practitioners in the Gacaca Transitional Justice Mechanism
Bibliographic record
Abstract
The Gacaca courts have been the subject of much academic work. Yet, few studies have examined the elected individuals who presided over Gacaca court trials, reflecting a broader paucity of research on local practitioners of transitional justice . Accordingly, this study asks two questions: (1) How did the Gacaca court judges, known as Inyangamugayo , perceive their duties to fight impunity and facilitate reconciliation? And (2) What challenges did the Inyangamugayo face as they sought to implement these duties? To address these questions, we interviewed 135 former Inyangamugayo . Our interviews shed light on the Inyangamugayo’s understandings of punishment and accountability, as well as on their perceptions of reconciliation at personal and societal levels. The interviews also illuminate the problems the Inyangamugayo faced while presiding over trials. Taken together, these findings contribute to scholarship on transitional justice pursuits by highlighting the perceptions and experiences of the individuals who implement transitional justice mechanisms.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.001 | 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 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".