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
Issue 18:1 of the International Journal of Community Music includes articles that address diversity and financial sustainability in community music activity. Research by MacGregor and Pitts examines the problem of declining membership in recreational choirs in the United Kingdom and how this may reveal unfavourable attitudes and commitments to diversity and inclusion. The study by Crooke and associates draws attention to disparities in funding and support for practitioners and participants from racialized groups in Australia participating in an intercultural music programme. Allison and associates examine ‘facilitators and barriers to sustainment’ of community choir programming in the United States. Among their recommendations are to explore organizations outside of traditional government arts funders, such as ageing services organizations. Cassman’s study of the Fresh Tracks programme for ‘justice-involved young adults’ in California demonstrates that even when programming is sufficiently funded, participation levels may be low if structural conditions such as location and transportation are not sufficiently addressed. The large-scale study by Castro-Cifuentes and associates demonstrates that, while other motivators may also be at play, musical motivations provide a strong sense of purpose and identity for community music practitioners.
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.007 |
| 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