Villasante Cervello Mariella & Taylor Raymond (dir.), avec la collaboration de de Beauvais Christophe. — Histoire et politique dans la vallée du fleuve Sénégal : Mauritanie. Hiérarchies, échanges, colonisation et violences politiques, VIIIe-XXIe siècle
Bibliographic record
Abstract
Since 2010, the Koglweogo self-defence groups have become more visible in Burkina Faso. These groups have set themselves up to protect their communities against particular types of crime such as robbery. The authors present the Koglweogo’s perceptions of what security means in their communities: “good living together.” In addition to the socioeconomic precarity and the history of security issues in the country, the analysis draws on how local languages and epistemologies conceptualize “Stateness” and the centrality of building alliances. It provides information about the ambiguous rapports with the State, the connection between security and education, and how the Koglweogo combine language, the spectacular and action in order to achieve a legitimate platform in their societies.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.061 | 0.022 |
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".