The Process of Change: Listening to Transformation in Meaning Perspectives of Adults in Arthritis Health Education Groups
Bibliographic record
Abstract
PURPOSE: This study explored client experiences in two different arthritis education groups to develop an understanding of meaningful group experiences in the process of change leading to desired health outcomes. METHOD: A qualitative framework with an inductive, descriptive, phenomenological method guided the study. Ten participants with rheumatoid or inflammatory arthritis were recruited. Individual and focus group interviews provided descriptions of experiences. RESULTS: Arthritis education group experiences led to improved client perceptions of ability to cope with chronic disease through a process of change in feelings, values and beliefs known as meaning perspectives. The change in meaning perspectives occurred through perceptions about disease, self and illness. PRACTICE IMPLICATIONS: This study provides important insights into the client's process of change in meaning perspectives that can lead to health behaviors and desired health outcomes. The study demonstrates the use of the group context as a tool to enable the process of change.
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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 | 0.001 | 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".