Becoming a slave-descendant: labels and paths of emancipation in Northern and Central Chad
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
In the Sahel, labels related to slavery are often tools used to marginalize specific social groups. Scholars and activists for decades underestimated this issue, which was also underemphasized by theories describing slavery in Africa and among Muslim communities as mild. Exploring two specific labels related to slavery – Yalnas and Kamaya – in Chad, the article argues that the status of slave descendants is deeply connected to the colonial encounter, when most slave descendants’ labels were created; and that if slave ancestry matters today it is mainly because of forms of governance that facilitated the reproduction and political use of these labels. The focus should therefore move on from the debate about African or Muslim slavery and explore contemporary struggles around the meanings of labels used to stigmatize slave descendants.
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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 | 0.002 |
| 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