Grappling with inclusion: Ethnocultural diversity and socio-musical experiences in Common Thread Community Chorus of Toronto
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
Abstract This pilot research study explored ethnocultural backgrounds of choristers and their socio-musical experiences participating in Common Thread Community Chorus of Toronto, a community choir that actively pursues cultural inclusion through policies of musical and financial accessibility, as well as choosing repertoire of diverse cultures. A survey of choristers investigated how Common Thread members’ ethnocultural backgrounds informed their perceptions of their musical and social experiences and of the choir’s cultural diversity, working from the assumption that all people have ethnocultural backgrounds. Research findings reveal complex and diverse cultures when singers reflect on their own experiences, but choristers tended to reduce cultural diversity to race and language when thinking about the choir as a whole, suggesting that perceptions may be operating from a white normative centre. The results of this pilot research raise significant questions about multicultural education and cultural inclusion efforts within community choral practices in ethnically diverse urban environments.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| 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