Relaxing Music at Mealtime in Nursing Homes
Why this work is in the frame
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Bibliographic record
Abstract
Agitation in individuals with severe cognitive impairment is a significant problem that affects care and overall quality of life. Building on research conducted by Goddaer and Abraham (1994), this quasi-experimental study proposed that relaxing music played during meals would exert a calming effect and decrease agitated behaviors among nursing home residents with dementia. Thirty residents residing in a Special Care Unit participated in the 4-week study. The Cohen-Mansfield Agitation Inventory (Cohen-Mansfield, Marx, & Rosenthal, 1989) was used to gather data. Baseline data was obtained in Week 1 (no music). Music was introduced in Week 2, removed in Week 3, and reintroduced in Week 4. At the end of the 4-week study, overall reductions in the cumulative incidence of total agitated behaviors were observed. Reductions in absolute numbers of agitated behaviors were achieved during the weeks with music and a distinct pattern was observed.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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