Bibliographic record
Abstract
Africa has nurtured a surprising array of modern and neo-traditional guitar styles. Portable, rugged, versatile, and relatively easy to construct, the guitar has thrived in African settings to the point where today it is among the most pervasive instruments continent-wide, second only to the drum. In places like Mali and Madagascar, ancient instrumental traditions have inspired distinctive acoustic guitar finger-picking techniques. Elsewhere – in Zimbabwe, Guinea, and Cameroon, for example – pre-guitar traditions have evolved into guitar-based, electric “afropop,” once again engendering techniques and sounds unique in world music. In Congo in the 1950s, bands trying to play Cuban dance music substituted the handy guitar for the more rare piano, and within a few years, they developed a highly influential method of layering multiple electric guitar lines. Looking at the range and diversity of guitar innovations in Africa, one could argue that only rock and roll has so revolutionized the instrument over the course of the twentieth century. African guitarists are now beginning to earn widespread recognition, and their work is sure to have further impact around the world in years to come.
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.
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 | 0.000 | 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) | 0.000 | 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".