The role of leisure within the dementia context
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
While our understanding of the subjective experience of dementia is growing, leisure's role within that experience is less clear. This study, guided by hermeneutic phenomenology, aimed to understand the meaning and experience of leisure for persons living with early stage memory loss. Four participants with early stage dementia participated in interviews, participant observation, and photovoice, in which participants are given cameras and asked to take photos of their day to day lives (Wang, 1999). Data revealed that participants experienced daily life with dementia, including leisure, within a paradox of challenge and hope. They struggled with the changes they experienced as a result of dementia, such as muddled thinking, fluctuating abilities, draining energy, frightening awareness, and disquieting emotions. However, they found ways to tackle life with dementia, by reconciling life as it is, battling through by being proactive, living through relationships, being optimistic, and prolonging engagement in meaningful activity to live their lives with hope.
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 | 0.009 | 0.001 |
| 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 | 0.001 | 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