Analyzing British Columbia Workers Compensation Occupational Therapy Usage With Public Safety Personnel
Bibliographic record
Abstract
Public safety personnel (PSP) have higher rates of work-related psychological injuries compared to the general public. Occupational therapists frequently provide rehabilitation and return to work (RTW) services for PSP. In order to understand the usage of occupational therapy (OT) treatment with psychologically injured PSP from British Columbia, Canada, a descriptive quantitative approach was used to explore summary data provided by WorkSafeBC (WSBC) for psychologically injured PSP who had an accepted mental disorder injury claim between 2019 and 2023, comparing those who received community OT treatment and those who did not. The data revealed that PSP with greater injury severity and longer lengths of time away from work more frequently received OT treatment as part of their WSBC mental disorder injury claim; it is possible that this higher degree of claim complexity influenced their RTW outcomes. Workers' compensation organizations should review their RTW processes to ensure prompt access to relevant treatment and supports, including occupational therapy.
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".