Doing as much as I can do: The meaning of activity for people with dementia
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.318
- Threshold uncertainty score
- 0.424
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.349 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
While it is assumed that persons with dementia benefit from being involved in meaningful activity, research examining this claim is limited. In particular, how individuals with dementia perceive this involvement is poorly understood. Therefore, the purpose of this research is to determine what constitutes meaningful activity from the perspective of persons with dementia, and to explore how they perceive its significance in their lives. We conducted an interpretive phenomenological analysis of multiple interviews and participant observation conducted with eight community-dwelling elders with mild to moderate dementia. For several participants, the single most important driving force in their lives was being active, doing as much as they possibly could. They were involved in a wide range of activities including leisure pastimes, household chores, work-related endeavors, and social involvements. These activities were meaningful in three ways: Through their involvement, participants experienced feelings of pleasure and enjoyment; felt a sense of connection and belonging; and retained a sense of autonomy and personal identity. Findings suggest that familiarity of the social and physical environment promotes involvement in activities. This provides a sense of continuity for people with dementia, with implications for their quality of life and personhood. Further implications of these findings for dementia care and future research are discussed.
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.
The record
- Venue
- Aging & Mental Health
- Topic
- Dementia and Cognitive Impairment Research
- Field
- Medicine
- Canadian institutions
- Simon Fraser UniversityUniversity of British Columbia
- Funders
- not available
- Keywords
- DementiaPersonhoodPsychologyPleasureFeelingMeaning (existential)AutonomyRecreationPersonal identityPsychology of selfPerspective (graphical)Identity (music)Social psychologyQuality of life (healthcare)Well-beingDevelopmental psychologyGerontologyPsychotherapistMedicineSelf-concept
- Has abstract in OpenAlex
- yes