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
To determine the significance of music in the lives of senior individuals, a short questionnaire was added to the protocol of the 2nd phase of the Canadian Study of Health and Aging (CSHA2). Over 300 participants (mean age 78.3 years) from Prince Edward Island (N = 211) and Nova Scotia (N = 109) completed the questionnaire. Their ratings of the importance of music produced a modal response of the highest rating category. This judged level of importance of music was independent of age and mental status, as measured by the Modified Mini-Mental State Exam (3MS), but correlated with past and current involvement in music. Favorite music covered a broad range of styles, with period of popularity of the music weighted toward earlier rather than later decades of life. The same questionnaire was administered 2.5 years later to 93 CSHA2 seniors, including 78 individuals from the original sample. These results confirmed the previous observations. The importance of music to seniors, as shown here, raises questions about the optimum level of access to music by seniors. Increasing access to relevant music experiences, for example, through public broadcasting, or accessibility to choirs, instruments, training, and music therapists, may help maintain and augment quality of life in later years.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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