Orchestral music: symphonies and concertos
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
During the span of almost forty years that Haydn wrote symphonies, the nature of the genre changed dramatically, from a type of composition that served various musical and social functions of the ancien régime to a highly defined genre that would stand at the center of musical life for the next two centuries. New concert societies late in the eighteenth century broadened the class-base of the symphonic audience, and Haydn proved extraordinarily adept at making the transition. Throughout his career he gradually reshaped the nature of the symphony, and in the end provided an enduring model for future practitioners of the genre. Symphonies teemed in Vienna during the mid-eighteenth century, and composers such as Matthias Monn, Wagenseil, Dittersdorf, and Hofmann provided much originality. Nevertheless, we owe the emergence of the symphonic tradition primarily to Haydn, and even major composers of the twentieth century, Prokofiev among them, have acknowledged that debt. As a composer of concertos Haydn's achievements are less striking, although because of the prominence of the symphonies we tend to underestimate the concertos.
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) | 0.000 | 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 it