Music, Health, and Socio-Economic Status: A Perspective on Urban Poverty in 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
In socio-economically depressed urban areas, many musical programmes and projects are offered to the poor for free by community organizations, non-governmental and governmental organizations, and arts businesses, with funding from corporations, private foundations, churches, donations, governments, and concert tickets. In poor urban areas in Canada and other nation states with decaying systems of social welfare, or in non-welfare states, music making, music classes, music therapy, and musical performances including theatre, dance, and multimedia are activities within a larger series of services and goods offered by the organizations and institutions, and directed towards the well-being and survival of the poor. There are also musical rehearsals and performances that pay the poor. Such music projects’ day-to-day functionings, which are still in the early stages of being documented (Araújo 2008; Harrison 2008; Tan 2008), variously address the social deprivations that have come to define poverty, such as lack of health, livelihood sustainability, or social inclusion.
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 | 0.000 | 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) | 0.001 | 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