Exploring the Experience of Nursing Home Residents Participation in a Hope-Focused Group
Bibliographic record
Abstract
A qualitative intervention was used to explore how older adults living in a long-term care environment (nursing home) understand hope and experience being participants in a group in which a hope intervention was carried out. A group project in which each session focused intentionally on a hope strategy was carried out with a convenience sample of 10 women (ages 75-99) who were members of an existing group. Data were analyzed using thematic analysis of the interviews (conducted before the group intervention was carried out and again at the end), field notes, and collaborative conversations regarding emerging themes. Findings from this study suggest that hope is not static and that it can change over time in response to one's situations and circumstances. Also evident in this study is the potential for using a group process in long-term care to foster hope in an intentional way to make it more visible in the lives of the residents and their environment suggesting that one is "never too old for hope."
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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".