Migration and Urbanisation in Francophone West Africa: An Overview of the Recent Empirical Evidence
Why this work is in the frame
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Bibliographic record
Abstract
How does migration contribute to the urbanisation process in Africa? Migrants have traditionally been viewed as responsible for excessive urban growth, for the uncontrolled expansion of urban areas and for urban surplus labour. In light of recent research, this article proposes to re-examine these views in Francophone west Africa. The first part of the article presents the context of urbanisation in this region, the theoretical framework and the recent surveys on which most of the analyses are based. Next, adopting a demographic perspective, the paper shows that migration in fact contributes moderately to urban growth and that new trends in urban to rural migration flows are emerging. The focus then shifts to examine how migrants influence the shape of cities. The final section of this article re-examines the role of migrants in the urban economy.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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