Bibliographic record
Abstract
Chapter 2 analyzes the life histories and experiences of métis children who were wards of the colonial state in the 1930s in Senegal and Gabon. They received government funding and management of their education. The daily lives of métis wards became a battleground through which fictive and blood kin, métis activists, emerging African political leaders, French colonial administrators, and Catholic missionaries debated the meanings of race, culture, and child welfare. In Senegal, African stakeholders mediated métis children’s access to French education, living conditions, and colonial welfare payments based on their parentage from French and European men. The state was obliged to provide access to education for all children born in Africa, with métis as a distinct group. In Gabon, an association of adult métis lobbied for access to favorable material conditions for métis children and for them to attend a school for European children and reside in a boarding home without black children. Contestations around their welfare hinged on the French republican rhetoric of universal rights and equality and racialized hierarchies within African societies.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 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".