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
Avant-garde improvised music tends to elude analytical attempts, which have so far mostly focused on transcribing and describing sound parameters (e.g., pitch, timbre, texture, etc.) in the extant recordings. However, this does not account for the irreducible immediacy of the improvisatory practice, whose recordings are just the tip of the iceberg of a more multifold and varied production (often not recorded). This issue, inherent to the type of creative process at hand, suggests that, when analyzing, we should also take into consideration what aesthetical principles influenced the choice of a succession of musical events over another. The principles of action-reaction and of non-repetition of the musical material were the guiding elements of the improvisatory practice of the Italian Gruppo di Improvvisazione Nuova Consonanza (GINC) in the period 1965–1969. To adhere to these principles, GINC created a set of exercises to be practiced by members during the rehearsals. In this article I will analyze three examples from a 1967 video recording of the Gruppo di Improvvisazione Nuova Consonanza using these exercises to understand and comment the choices made on the spot by the improvisers. This strategy affords a better awareness of the group actions within the improvisatory context.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.125 | 0.003 |
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