Occupational Therapists and Observation: What are You Looking At?
Bibliographic record
Abstract
Visual observation is a fundamental skill underlying all occupational performance assessments in occupational therapy. The purpose of this study was to determine whether eye movement patterns differ between occupational therapists and non-healthcare professionals during observation of static images portraying a client post-stroke (domain-specific content) or naturalistic scenes (domain-irrelevant content). Ten licensed occupational therapists (OT group) and 10 participants matched for age, gender, and education level (NonOT group) completed the study. Participants viewed two counterbalanced blocks of 10 images (scene and stroke) under the pretext of preparing for a memory test. The OT group differed in the viewing strategies during observation and in how they directed their eyes (higher frequency of fixations, shorter fixation durations, and increased saccade count) for domain-specific and domain-irrelevant images alike. Observation patterns used by occupational therapists are presumably related to top-down influences that are not necessarily related to domain-specific knowledge but perhaps to general experience with performing assessments using observational methods.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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".