Communal Governance and Transnationalism: A Case Study of the Nigerien Forex Trading Community in Benin City
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Migrant community associations are well-structured and often engage in political transnationalism with their countries of origin. Nigerien migrants in Benin City, Edo State, occupy a dominant position in the unofficial foreign exchange market. Their communal governance structures reveal interesting parallels in the way the migrants govern themselves in relation to their status and the local nationals they work with. The politics within the migrant association suggest that, even in the absence of status, migrants are able to govern and protect their interests while contributing to the societies they find themselves in. This article looks at examples of Nigerien transnationalism in Nigeria at the micro level to reveal a complex network of communal governance. By studying the organisational lives of the Nigerien migrant community, we aim to understand how this group contributes to the maintenance f ties with Niger and enables their integration into their host community.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 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 | 0.001 | 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