“Just Another Native?” Soundscapes, Chorasters, and Borderlands in Edmonton, Alberta, Canada
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 discusses soundscapes created by young people participating in The Beat of Boyle Street, an in-school recreation-based project that teaches inner-city, at-risk youth to make music using computers and audio production software. Participants are predominantly Aboriginal youth, ages 14 to 20, living in poverty and confronting other challenges, including disabilities, addictions, parenting issues, racism, homelessness, and the vicissitudes of life “on the streets.” The soundscape compositions young people create tell stories that speak to the importance of what young people actually do with popular culture in their everyday lives, particularly with hip-hop music and style. Three soundscape examples provided indicate how young people (a) use and negotiate popular culture, (b) politically use and contest city spaces, and (c) act as “border crossers.” These points call attention to the power of popular cultural practices as leisure and provide insights for working with young people in recreational contexts.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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