Health Behavior Performance After a Personalized Occupational Therapy Intervention in Cancer Survivors
Bibliographic record
Abstract
BACKGROUND: Health behaviors significantly influence health outcomes after cancer. However, few studies have tested occupational therapy (OT) self-management training to catalyze health behavior change. OBJECTIVES: To establish proof of concept of a 12-week OT intervention designed to improve occupational performance and/or satisfaction in cancer survivors. METHODS: This single-arm, prospective study used the Canadian Occupational Performance Measure to measure change in occupational performance and satisfaction related to health behaviors in a convenience sample of 20 cancer survivors. RESULTS: = 20) post-intervention. A total of 18 participants (86%) demonstrated a clinically significant change in performance scores (≥2), and 19 participants (95%) demonstrated a clinically significant change in satisfaction scores (≥2). CONCLUSION: OT, when leveraged for a health self-management intervention, may result in improvements in both occupational performance and satisfaction related to health behavior in cancer survivors.
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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 | 0.003 | 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) | 0.001 | 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".