Cymatic Bricolage: \nVisualizing everyday aural experience
Bibliographic record
Abstract
Historically, the sound of an object or material was rarely considered by its maker unless \nit was intended to be acoustic by design. As a result, the contemporary environment is made up \nof unintentional aural byproducts. Cymatic Bricolage is an interdisciplinary method that \ninvestigates this notion of unplanned aural experience by re-contextualizing discarded objects as \nsoniferous. In the exhibition of this work sounds are visualized to create an immersive \naudiovisual experience reflecting my experience of being exposed to an environment that \nperiodically produces physical waste and is characterized by unintentional acoustic spaces. It \nbuilds upon the traditional Cymatic Method, developed by Hans Jenny between 1965 and 1975, \nby using physical and aural cultural byproducts to establish a relationship between sight and \nsound.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".