Exploring Occupational Balance in Adults with Rheumatoid Arthritis
Bibliographic record
Abstract
Chronic illness disrupts participation in daily living. The objective of this study was to identify factors associated with three indicators of occupational balance: perceived satisfaction with performance of one's primary occupation, the balance of time spent on occupations, and daily achievements. One hundred sixty-nine adults (78% women) with rheumatoid arthritis completed the Occupational Questionnaire and a survey of health and functional status. Using multiple linear regression, general health status was a significant predictor of all three indicators of occupational balance. Self-efficacy with respect to arthritis symptoms, work limitations, and self-care ability were additional predictors of satisfaction with achievements; social function, pain, and work ability were additional predictors of satisfaction with performance; and the proportion of time spent in occupations deemed as enjoyable was an additional predictor of satisfaction with balance of time spent across occupations. Study results provide support for emerging models of occupational balance as a multidimensional concept.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".