The National Symphony Orchestra of Ghana plays Ghanaian Classics: negotiating multiple identities through highlife music
Bibliographic record
Abstract
Abstract Fifty-six years after its establishment, the Ghana National Symphony Orchestra in 2015 recorded its debut album Ghanaian Classics at the Institute of African Studies, University of Ghana, Legon. Despite the overwhelming challenge of low patronage of art music in Africa generally, the choice of repertoire and composers for this historic album was largely drawn from the Ghanaian popular music domain. This paper investigates the extent to which the album recording and launch represented a deliberate attempt by the orchestra to negotiate its multiple identities through Ghanaian highlife music and musicians. We argue that the album recording, the choice of the highlife genre and artists featured on the CD, the instrumentation and the venues for the recording and launch were all a deliberate attempt to de-escalate the elitist label the Ghana National Symphony Orchestra has carried right from its inception and to court a larger following from the Ghanaian populace as a national cultural asset.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".