Supporting occupational therapists implementing a capacity-building model in schools
Bibliographic record
Abstract
BACKGROUND: Adopting a new model of clinical practice is complex. Professional development programs based on best-practice principles may facilitate this process. PURPOSE: This paper describes the development and evaluation of a multifaceted professional development program designed to support school-based occupational therapists to deliver a capacity-building model of service. METHOD: Twenty-two therapists participated in the program; completed pre-post evaluations of knowledge, skills, and beliefs; evaluated specific components of the training program; and participated in focus groups. Quantitative data were analyzed using descriptive and inferential statistics. Qualitative data were analyzed using a directed content analysis. FINDINGS: Therapists' perceptions of their knowledge and skills showed statistically significant change. Both training and mentorship were highly valued; however, having opportunities to build peer networks was considered essential. IMPLICATIONS: Multifaceted professional development programs designed using best-practice principles are an important mechanism for facilitating practice change. Including a process for peer support is advised.
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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 | 0.005 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".