“Do-Live-Well”: A Canadian framework for promoting occupation, health, and well-being
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Occupational therapists can bring a unique and valuable perspective to the national dialogue on health promotion. Current approaches have a narrow focus on diet and exercise; a broader focus on occupation has the potential to enrich understanding regarding forces that contribute to health and well-being. PURPOSE: A new "Do-Live-Well" framework will be presented that is grounded in evidence regarding the links between what people do every day and their health and well-being. KEY ISSUES: Elements of the framework include eight different dimensions of experience and five key activity patterns that impact health and well-being outcomes. Personal and social forces that shape activity engagement also affect the links to health and well-being. IMPLICATIONS: The framework is designed to facilitate individual reflection, community advocacy, and system-level dialogue about the impact of day-to-day occupations on the health and well-being of Canadians.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 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 it