Bibliographic record
Abstract
Dementia threatens the capacity to engage in activity, suggesting meaningful activity may be helpful for persons with dementia (PWDs). This study explores the concept of meaningful activity, as defined by caregivers of PWDs. Family caregivers of PWDs, who provide 3 hours of care over 3 days/week, were interviewed after 6 months of cholinesterase inhibitors (ChEIs) therapy. Caregiver responses (N = 906) to the open-ended question What do you believe getting involved in activities outside the home means for someone with dementia are assessed. The themes are analyzed in terms of content, frequency, co-occurrence, and dementia severity. Caregivers emphasize the benefits of social connectedness, physical health, and mental stimulation. Activity is also viewed as respite, difficult, and has no meaning for care recipient. The implications of activity for self- and social-identity in PWD and caregiver are discussed. The benefits of activity varied by stage of disease. This knowledge indicates areas for improved activity provision and health care support.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".