The development and process evaluation of a co-led mutual support group in long-term care facilities
Bibliographic record
Abstract
This thesis describes the development of a new intervention involving co-led mutual support groups in long-term care facilities (LTCF) and the evaluation of its process, structure and content. Tom Kitwood’s Model of Personhood was used as the basis for developing "The Little Java Music Club", a weekly discussion group using themes chosen by participants and supportive materials, e.g. related music and photographs. A mixed methods qualitative process evaluation was used, utilizing focus groups, systematic observation of six resident groups, individual resident interviews and staff interviews in three LTCF in British Columbia, Canada. A majority of the residents reported positive benefits with themes generated around support, companionship and empowerment. Group observations showed increased active participation during and after the sessions. In their interviews, staff described how the unique program structure fostered sharing on a deeper level and how it empowered residents with moderate to severe cognitive impairment.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".