Addressing Driving in Acute Care: Perceived Relevance and Competence
Bibliographic record
Abstract
Background. Recent legislation has expanded the responsibilities of occupational therapists regarding fitness to drive in the Canadian province of Ontario. To date, little is known about the practice of acute care occupational therapy with addressing driving, or how such responsibilities have affected clinical practice. Purpose. The objective of this study was to understand the relevance of driving-related knowledge areas to acute care occupational therapists and examine their self-reported competency for these areas. Method. Anonymous online surveys were administered to 41 occupational therapists working in acute care hospitals in Ontario. Findings. Therapists reported many driving-related knowledge areas are relevant to acute care practice yet consistently reported lower levels of competence for addressing such areas. Implications. Findings support the need for further competency development regarding driving-related practice in acute care. Occupational therapy curriculum and continuing education initiatives are avenues for capacity-building. Future research to identify effective competency development strategies is warranted.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".