Preservation of musical memory and engagement in healthy aging and Alzheimer's disease
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 striking contrast to the difficulties with new learning and episodic memories in aging and especially in Alzheimer's disease (AD), musical long-term memories appear to be largely preserved. Evidence for spared musical memories in aging and AD is reviewed here. New data involve the development of a Musical Engagement Questionnaire especially designed for use with AD patients. The questionnaire assesses behavioral responses to music and is answered by the care partner. Current results show that, despite cognitive loss, persons with mild to moderate AD preserve musical engagement and music seeking. Familiar music evokes personal autobiographical memories for healthy younger and older adults as well and for those with mild to moderate AD. It is argued that music is a prime candidate for being a stimulus for cognitive stimulation because musical memories and associated emotions may be readily evoked; that is, they are strong and do not need to be repaired. Working with and through music as a resource may enhance social and communication functions.
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 | 0.000 |
| 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) | 0.000 | 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