Improvisation, Adaptability, and Collaboration: Using AUMI in Community Music Therapy
Bibliographic record
Abstract
Adaptive Use Musical Instrument (AUMI) is a digital instrument that facilitates independent music making for people with diverse ranges of mobility. Employing the camera tracking capabilities available on most digital devices, users with even very little voluntary mobility are able to create and perform music by controlling a visual cursor within adaptable parameters to trigger sounds. Instead of requiring players to conform to an instrument, AUMI’s flexibility enables it to adapt to divergent artistic impulses and individual bodies. Building on previous studies that examined AUMI in an educational setting (Oliveros et al. 2011) this article presents three case studies that explore AUMI’s use in a community music therapy context. In addition to assessing the instrument’s effectiveness in achieving specific music therapy goals, ethnographic research methods illuminated various socio-cultural implications of integrating digital instruments into a music therapy setting that challenge conventional notions of youth culture, independence, and collaboration. We conclude with a discussion of the notions of adaptability and universal design as they apply not only to AUMI’s functionality in the music therapy sessions, but also in view of the instrument's ongoing development.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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 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".