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Visual search behaviour in skeletal radiographs: a cross-specialty study
J J H Leong1, M Nicolaou, R J Emery
1The Royal Society/Wolfson Foundation Medical Image Computing Laboratory, Department of Biosurgery and Surgical Technology, Imperial College London, St Mary's Hospital, London, UK.
Expert radiologists demonstrate more consistent visual search for fractures, identifying more true positives with less time on fracture sites. Specialization, rather than years of training, appears to refine this expert search strategy.
Area of Science:
- Radiology
- Orthopaedics
- Medical Imaging Analysis
- Human Factors in Medicine
Background:
- Accurate fracture identification in plain radiographs is crucial for patient management.
- Visual search strategies can vary significantly among medical professionals with different experience levels.
- Understanding these differences can optimize training and improve diagnostic accuracy.
Purpose of the Study:
- To evaluate if experience enhances the consistency of visual search behavior in identifying fractures on radiographs.
- To determine the impact of medical specialization on visual search patterns during radiographic interpretation.
- To correlate visual search phases (discovery and reflective) with diagnostic confidence.
Main Methods:
- Twenty-five observers (radiologists, orthopaedic surgeons, registrars, house officers) analyzed 33 skeletal radiographs (shoulder, hand, knee).
- Eye-tracking data (Tobii 1750) and diagnostic confidence levels were collected simultaneously.
- Kullback-Leibler (KL) divergence and Gaussian mixture models quantified search consistency and phase relationships.
Main Results:
- Expert groups showed higher true positive rates (p<0.001) and reduced dwell time on fracture sites (p<0.001).
- Experts exhibited smaller KL distances (p<0.001) between trials, indicating greater consistency.
- The reflective search phase duration decreased with increased diagnostic confidence (r=0.266, p=0.074).
Conclusions:
- Expert visual search behavior is characterized by higher accuracy and consistency, with efficient fixation on fracture sites.
- This expert strategy aligns with the global-focal model, suggesting reflective search aids in cross-referencing and decision-making.
- Specialization appears to be a stronger driver of altered search strategy than the duration of training.
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