An occupational therapy community development practice process
Bibliographic record
Abstract
BACKGROUND.: Little research has focused on the application of the Canadian Practice Process Framework (CPPF) to occupational therapists' work in community development (CD). PURPOSE.: This study sought to describe Canadian occupational therapists' CD practice processes. METHOD.: Using interpretive description, Canadian occupational therapists engaged in CD practice participated in an initial interview and follow-up interview or focus group. Content analysis was used to analyze the data. FINDINGS.: Eight occupational therapists participated in describing a process that focused on five key elements: (1) getting to know the community, (2) getting the ball rolling/planning together, (3) building (upon) occupational opportunities, (4) revisiting the approach, and (5) striving for sustainability. These elements occurred within a practice context and frames of reference related to CD practice. IMPLICATIONS.: Participants outlined a process that was less discrete than the CPPF and highlighted the knowledge and skills needed along with the less tangible attitudes/approaches required to engage with communities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.014 | 0.009 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".