Lifestyle Redesign® for Chronic Pain Management: A Retrospective Clinical Efficacy Study
Bibliographic record
Abstract
OBJECTIVE: intervention for people living with chronic pain on quality of life (QOL), function, self-efficacy, and pain levels. METHOD: Clinical outcomes were collected from 45 patients who completed an individual outpatient Lifestyle Redesign occupational therapy program for chronic pain as part of their usual plan of medical care. Outcome measures included the Canadian Occupational Performance Measure, the 36-Item Short-Form Survey, the Brief Pain Inventory, and the Pain Self-Efficacy Questionnaire. We analyzed scores using paired-samples t tests. RESULTS: Significant changes were observed in occupational performance and satisfaction scores, physical and social functioning, role limitations due to physical and emotional problems, energy and fatigue, general health, and pain self-efficacy. CONCLUSION: Lifestyle Redesign interventions, when integrated into a patient's medical plan of care, can improve patient functioning, self-efficacy, and QOL.
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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 | 0.001 |
| 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".