Class and Credit in a Regional Salt Economy: “The Story of My Father.”
Bibliographic record
Abstract
This paper is about labor, salt, and the Saharan oasis of Tishit. Literature to date has explored the Mauritanian trade in Ijil rock salt, the large slabs transported by camel caravans into the former French Soudan, today’s Mali, through a flourishing desert-edge economy. Much of that literature emphasizes the role of slave labor. This paper focuses on the roles of the village at the center of this network, Tishit, its local earth-salt (amersal) industry and its freed slaves (haratine). It argues that amersal provided opportunities for haratine to invest in and profit from both the Ijil trade and the larger regional commerce, and it situates their initial involvement in the late nineteenth-century “Tishit diaspora” into the sahel-Soudan. It concludes that like colonial sources themselves, historians have too long subsumed these freed slaves to categories of slave or almost-free, thereby missing the ways in which their actual status as haratine allowed them access to important socially-governed resources and rights.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.014 | 0.009 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".