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
This essay offers broad reflection on some of the challenges faced by African composers of art music. The specific point of departure is the publication of a new anthology, Piano Music of Africa and the African Diaspora, edited by Ghanaian pianist and scholar William Chapman Nyaho and published in 2009 by Oxford University Press. The anthology exemplifies a diverse range of creative achievement in a genre that is less often associated with Africa than urban ‘popular’ music or ‘traditional’ music of pre-colonial origins. Noting the virtues of musical knowledge gained through individual composition rather than ethnography, the article first comments on the significance of the encounters of Steve Reich and György Ligeti with various African repertories. Then, turning directly to selected pieces from the anthology, attention is given to the multiple heritage of the African composer and how this affects his or her choices of pitch, rhythm and phrase structure. Excerpts from works by Nketia, Uzoigwe, Euba, Labi and Osman serve as illustration.
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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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