MOVING TO STAY : <i>IKLAN</i> SPATIAL STRATEGIES TOWARDS SOCIOECONOMIC EMANCIPATION IN NORTHERN MALI, 1898–1960
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT This article explores the strategies of emancipation of former Tuareg slaves ( iklan ) in the Gao region of northern French Sudan (present-day Mali) during the late 1940s and 1950s. In the wake of the war effort and shifting colonial policy, and in spite of colonial tolerance toward vestiges of slavery, iklan engaged in local and long-distance migrations aimed at achieving emancipation. The article argues that the most successful spatial strategies were new migratory patterns in the Gao region through which iklan appropriated productive resources (herds and pastures) that were previously controlled by their ex-masters. More than labor migrations to cities, these local trajectories destabilized Tuareg hierarchies, forcing colonial administrators to address demands of the iklan emancipation movement.
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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 | 0.002 | 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 | 0.000 | 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