Tout le monde a sa place? MIRAB, education, and society in Wallis and Futuna
Bibliographic record
Abstract
Wallis and Futuna officially became a 'Sub-National Island Jurisdiction' (known as French Overseas Territory/Collectivity) in 1961 and has since adopted an economic and political structure consistent with the MIgration, Remittances, Aid, and Bureaucracy (MIRAB) model. Although the MIRAB economy has been stable, the rapid increase in migration for higher education of the younger population since the turn of the century raises questions concerning the role of education within this structure. A qualitative study discovered that education should be regarded as a key component in the MIRAB economy of the territory. Firstly, education has provided a new population outlet as young people have chosen opportunities for higher education and training overseas. Secondly, migration for education has revealed social dimensions within the model, as access to education overseas has simultaneously sustained the bureaucratic elite but has also enabled customary classes to negotiate their power and maintain a hold on the process of change. Finally, education has potentially reduced the pressure of remittances, as some qualified graduates are able to return and access high wage employment locally.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".