Looters vs. Traitors: The<i>Muqawama</i>(“Resistance”) Narrative, and its Detractors, in Contemporary Mauritania
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: Since 2012, when broadcasting licenses were granted to various private television and radio stations in Mauritania, the controversy around the Battle of Um Tounsi (and Mauritania’s colonial past more generally) has grown substantially. One of the results of this unprecedented level of media freedom has been the propagation of views defending the Mauritanian resistance ( muqawama in Arabic) to French colonization. On the one hand, verbal and written accounts have emerged which paint certain groups and actors as French colonial power sympathizers. At the same time, various online publications have responded by seriously questioning the very existence of a structured resistance to colonization. This article, drawing predominantly on local sources, highlights the importance of this controversy in studying the western Saharan region social model and its contemporary uses.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 it