Bibliographic record
Abstract
Joonas Kokkonen (1921-1996) has been one of the most performed Finnish composers during the past 25 years both within Finland and abroad.The author's study of Joonas Kokkonen is the first full-scale account in English. Starting with a brief survey of Finnish music during the 20th century, the book then devotes a separate chapter to each of the major genres in which Kokkonen composed: symphonic, orchestral, vocal, chamber and keyboard. Illustrated with over a hundred music examples, The Music of Joonas Kokkonen seeks to overturn his reputation in some quarters as a conservative, even old fashioned, composer, and argues that Kokkonen created an interesting and refreshing approach to dodecaphonic composition and pitch organization. With a full chronological listing of works and bibliography, this book is the most important reference source to date on Kokkonen and his music." "Book Description: One of the most performed Finnish composers during the last 25 years, Joonas Kokkonen (1921-1996) was also instrumental in the development of the nation's system of music education. In this study,the author (music, U. of Lethbridge, Canada) examines Kokkonen's compositions in each of five major genres: symphonic, orchestral, vocal, chamber, and key
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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".