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
This article hazards a definition of improvisation as a "contingent encounter," not in order to settle definitional debates, but in order to productively re-evaluate questions around improvisation as an aesthetic and socio-political force. Here, I argue that thinking improvisation through contingency highlights several key characteristics while leaving behind a set of problematic assumptions that often accompanies thinking improvisation in social spaces. First, I outline these characteristics, establishing what it might mean to bring contingency to bear on a musical performance. Subsequently, I compare two instances of "transatlantic improvised music": Eric Dolphy's "Out to Lunch," and "Waves, Linens, and White Light" by contemporary free improvisers, Mr. K. I conclude by sketching some of the implications of taking this experimental definition seriously, arguing that it re-orients improvisation away from a rarefied behavior and more towards a potentiality hidden inside each moment.
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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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