New Labor History in Sub-Saharan Africa: Colonial Enslavement and Forced Labor
Bibliographic record
Abstract
African labor history is undergoing a resurgence judging by the appearance of these three important books. During the 1990s and into the early twenty-first century, historians working in East, West, and southern Africa published a remarkable number of first-rate histories of migrant laborers, rural workers, and the emerging urban working class, notably in the innovative Heinemann Social History of Africa series founded by Allen Isaacman and Jean Hay. Other historians published fine works elsewhere. Labor history of all kinds flourished. However, with new academic trends and the demise of the Social History series in the mid-2000s, African labor history seems to have entered a decline, although studies of precolonial slavery have continued to appear regularly. It is therefore gratifying to see a number of new labor histories published in the last two or three years.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.011 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".