Review of David Yearsley, <i>Bach and the Meanings of Counterpoint</i> (Cambridge University Press, 2002)
Bibliographic record
Abstract
About thirty years ago I attended a lecture in which Bach's experience as a Latin teacher was adduced to show that he would have been aware of rhetorical strategies and used them in his music.I wondered if it might not be equally legitimate, given his probable exposure to fencing in Lüneburg, to look for thrusts and parries in Bach's music.David Yearsley doesn't quite get to fencing, but his Bach and the Meanings of Counterpoint invokes a wide range of other cultural manifestations drawn from three centuries.[2] The book is an entertaining series of historical-cultural vignettes starring the technique of counterpoint in general and Bach's in particular."Reflexively described as abstract and therefore often marginalized, strict counterpoint has inspired some of the most socially resonant language in the history of Western European music criticism, a discourse which speaks, in fact, for its centrality and relevance.In all its contexts-alchemical, Enlightened, gustatory, avant-garde, reactionary-and whether it captivates or angers, it is a rich resource for metaphor."( 235)
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.007 | 0.007 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.004 | 0.007 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.008 |
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".