Musikiosk: a soundscape intervention and evaluation in an urban park
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
Musikiosk is an interactive music installation and environmental monitoring station developed for urban parks by \nCIRMMT, ÉTS, McGill, and the City of Montreal. We describe the development of the technology and propose a \ncomprehensive mixed-methods research program to evaluate its impact on the community. Environmental monitoring \nvia an ambient microphone input provides information about system usage, physical measurements of the acoustic \nenvironment, and playback levels. A survey with park users, non-users, and residents will be conducted before and after \nthe installation to empirically evaluate the urban sound intervention and best integrate the users’ perspective throughout \nits lifecycle. Findings will contribute toward theories on the roles of activity and music in soundscape evaluations and \nwill be among the firsts to observe changes in a manipulated soundscape. Parties that stand to benefit are park users, \nresidents, researchers, and the city for various reasons.
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 | 0.000 |
| 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) | 0.000 | 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