A qualitative exploration of changes and mechanisms of changes in a psychoeducational intervention for family dementia caregivers
Bibliographic record
Abstract
BACKGROUND: 'Learning to feel better… and help better' is a psychoeducational intervention that aims to empower family caregivers of people with dementia by helping them cope better with the daily stress of dementia caregiving. The intervention has been adapted to a Swiss context and evaluated with a mixed-method design, yielding promising results in caregivers, such as a reduced subjective burden and improved self-efficacy. Qualitative findings have provided insight into potentially relevant intermediate changes that must be further explored to better understand how the intervention precipitates the achieved changes. We aim to qualitatively explore such changes, related mechanisms and key intervention components in the context of this intervention. METHODS: A constructivist grounded theory approach was used to achieve this aim. Changes, related mechanisms and key intervention components were identified by exploring the following: 1) longitudinal qualitative data, collected from 13 family caregivers via interviews performed before, during and after the intervention (39 interviews total) and 2) cross-sectional post-intervention interview data collected from 22 family caregivers (22 interviews). RESULTS: Experiencing calmness was the most important change for caregivers in the context of this intervention. The calmness model, developed based on the qualitative analysis, illustrates the intermediate changes that contributed to calmness, such as being able to cope with daily life and experiencing positive interactions with the family member with dementia. Related key intervention components were the coping strategy 'reframing', employed in diverse ways by the caregivers to reduce daily stress, and the didactic method 'active skills' training', which involved active participation by the caregivers and the guidance of a professional group leader. One important factor hampering changes in caregivers was having difficulties accepting the caregiver role or accepting the losses due to dementia. CONCLUSION: The calmness model offers valuable insight into how this intervention can benefit family caregivers and aid in developing interventions targeting similar mechanisms and changes. TRIAL REGISTRATION: ISRCTN13512408 (registration date 17.05.2021, retrospectively registered).
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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 | 0.000 | 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".