‘It's nice to have something to do’: early‐onset dementia and maintaining purposeful activity
Bibliographic record
Abstract
Accessible summary Prevalence of dementia is expected to increase globally, and as such, so is the demand on health, social, legal and financial services. It is important to understand the experience and needs of families living with dementia in order to reduce the direct and indirect costs of dementia. Maintaining purposeful activity (work or volunteering) may help to preserve the person with dementia's dignity and sense of self and also facilitate carers and family members to continue to work and support the person with dementia. The provision of high‐quality and age‐specific day programmes for younger people with dementia can potentially play a significant role in providing this purposeful activity in a safe and supportive environment. Abstract As the global focus on dementia care increases due to the demand on health, social, legal and financial services, it is imperative to further understand the experience of those living with a diagnosis of dementia. There is a particular lack of research focused on younger people (under the age of 65 years) with dementia and virtually none focuses on the experience of the family unit. The literature suggests that periods of transition place significant stressors on families living with dementia. One such transition is the transition out of perceived purposeful activity, be this employment or voluntary work. This transition was explored during the course of a qualitative repeated interview study with younger people with dementia and their families. Nine families (20 participants) took part in semi‐structured research interviews that were transcribed and analyzed using a Framework approach to qualitative analysis. Meaningful Activity emerged as a major theme through this analysis. Two subthemes also emerged: (1) the traumatic cessation of work; and (2) the need for purposeful activity. These themes have significant clinical implications as maintaining a purposeful role through high‐quality, age‐specific dementia services may decrease the direct and indirect costs of dementia to global economies.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".