Involuntary Immobility and the Unfulfilled Rite of Passage: Implications for Migration Management in the Gambia, West Africa
Bibliographic record
Abstract
Abstract Gambia, the smallest country on the African continent, is one of the largest contributors, per capita, to irregular migrants in Europe. Aspirations to migrate are ingrained culturally, to the extent that they can be understood as a rite of passage. Unfilled rites, associated with involuntary immobility, have led to pervasive frustration and feelings of entrapment, locally referred to as having the nerves syndrome. This article explores the societal and cultural significance of migration in this context, exploring the meanings that this especially has for effective migration management. It provides evidence and context for the deep motives, embedded socially and culturally, for migration as a significant mechanism to maintain status and achievement of adulthood. In view of this, initiatives by foreign and domestic governments and NGOs to work on campaigns and strategies to entice citizens to remain and work at home should be carefully considered. Foreign policies and funds to so‐called empower youth to stay in their home countries may be misleadingly ineffective. The academic literature does not sufficiently address this.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| 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".