Effectiveness of a fitness- and socialization-based intervention for couples living with young-onset dementia
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
There is a dearth of age- and life stage-appropriate supports available to spousal couples living with young-onset dementia (YOD; dementia that develops under 65). The purpose of this study was to design, implement, and evaluate the effectiveness of a novel, social worker-led group fitness- and socialization-based support program for individuals with YOD and their spousal caregivers. Caregivers’ program experiences were explored during a focus group, supplemented with quantitative survey data. Six YOD couples participated in the program, five of which attended the focus group. Three themes were generated: Navigating Life with YOD, Perceived Effectiveness of the Program on Psychosocial Outcomes, and Program Feedback and Scaling Considerations. The results suggest that this low-cost, feasible, and tailored intervention was valued by YOD couples, as it enabled them to participate in a meaningful fitness and socialization activity together to promote self-care, improve psychosocial outcomes, and connect with others facing similar experiences.
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 | 0.001 |
| 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