<i>Jembe</i>Hero: West African Drummers, Global Mobility and Cosmopolitanism as Status
Bibliographic record
Abstract
In Guinea, West Africa, the status attributed to the musicians who play the wooden, goat-skinned jembe drum has historically been very low. But, over the last 60 years, the jembe has progressively ‘gone global’, and today some master drummers earn a living by teaching jembe workshops to amateur aficionados everywhere. In Asia one week, Europe the next and North America the following, these masters build global social networks, opening and plying the trade routes for the commodification of their roots. In this paper, I describe how the modern fetish for African drumming has created an alternative economy of status for jembe musicians. I examine how, against significantly increasing barriers, young musicians in Guinea are leveraging this economy to follow their elders into global mobility, attempting to achieve a cosmopolitanism through which they, too, can inscribe themselves into West African imaginaries of heroism. And I show how their life paths in turn can allow us to reconsider the notion of cosmopolitan citizenship, in a very unequal world.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| 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".