Temporalités, savoir-faire et modes d’action des enfants travailleurs migrants au sein de la parenté élargie en Afrique de l’Ouest
Bibliographic record
Abstract
This article focuses on migrant children in West Africa in contexts where independent migrations during childhood constitute the norm rather than the exception. The article examines how the relative age and gender of a child influence his/her trajectory. It is based on the biographies of two young domestic workers – a girl in Côte-d’Ivoire and a boy in Burkina Faso. In describing their trajectories during the first eight to ten years of their migration to the city, this article shows that ideas surrounding age-appropriate work and the acquisition of new skills allow both girls and boys to increasingly exercise more power over their own lives. From these detailed trajectories it becomes clear that the dominant institutional categories, on the one hand, mask the diversity of activities of these very young migrants. On the other hand, they conceal the diachronic changes that take place in the course of their migratory work experience.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".