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
The certainty Kant associates with this 'felt' sensation of pleasure and, thus, the certitude (albeit contested) of the aesthetic judgement that it underpins is a hallmark of his aesthetics. Conversely, Hegel begins his Phenomenology with 'sense certainty,' the contingency of which he is keen to expose from the philosopher's perspective of Absolute knowledge.
 
 Having established the above dialectic of sense-certainty and contingency, the paper will proceed by claiming that both of these accounts of the aesthetic (one positive, one negative) have much to offer the study of improvisation. The following is indicative content:
 
 • A shift away from a concept of improvisation understood as a response to or celebration of uncertainty and the unforeseeable. Replaced by a situation where the improviser knows what is going to happen while also being hyper-aware of its contingency.
 
 • An emphasis on the singular certainty of improvisation, which (in demanding consensus) initiates a collective reflective process of contestation: improvisation par excellence.
 
 • A recognition that the contingency of this 'this' and this 'now', far from undermining, actually intensifies the commitment to what is 'there and available', an intensity that is responsible for the infinite unconcealment of the given.
 
 • A challenge to the linear model of improvisation in the name of a perspective that emphasises the simultaneity of contingent com-possible worlds, where agility and ironic knowingness replace innovation and novelty as guiding principles.
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 | 0.003 | 0.017 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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