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Focal lung pathology detection in radiology: Is there an effect of experience on visual search behavior?

  • Stephanie Brams*
  • , Gal Ziv
  • , Ignace T.C. Hooge
  • , Oron Levin
  • , Thomas De Brouwere
  • , Johny Verschakelen
  • , Siska Dauwe
  • , A. Mark Williams
  • , Johan Wagemans
  • , Werner F. Helsen
  • *Corresponding author for this work
  • KU Leuven
  • Academic College of Wingate
  • University of Utah

Research output: Contribution to journal › Article › Academic › peer-review

Abstract

In radiology, 60% to 80% of diagnostic errors are perceptual. The use of more efficient visual search behaviors is expected to reduce these errors. We collected eye-tracking data from participants with different levels of experience when interpreting chest X-rays during the completion of a pathology-detection task. Eye-tracking measures were assessed in the context of three existing visual search theories from the literature to understand the association between visual search behavior and underlying processes: the long-term working memory theory, the information-reduction hypothesis, and the holistic model of image perception. The most experienced participants (radiology residents) showed the highest level of performance, albeit their visual search behaviors did not differ from the intermediate group. This suggests that radiology residents better processed the represented information on the X-ray, using a visual search strategy similar to the intermediate group. Since similar visual search resulted in more information extraction in the radiology residents compared with the intermediates, we suggest that this result might support the long-term working memory theory. Furthermore, compared with novices, intermediates and radiology residents fixated longer on areas that were more important to avoid missing any pathology, which possibly confirms the information-reduction hypothesis. Finally, the larger distances between fixations observed in more experienced participants could support the holistic model of image perception. In addition, measures of generic skills were related to a lower time cost for switching between global and local information processing. Our findings suggest that the three theories may be complementary in chest X-ray interpretation. Therefore, a unified theory explaining perceptual-cognitive superiority in radiology is considered.

Original languageEnglish
Pages (from-to)2837-2850
Number of pages14
JournalAttention, Perception, and Psychophysics
Volume82
Issue number6
DOIs
Publication statusPublished - 1 Aug 2020

Bibliographical note

Funding Information:
We thank the Department of Radiology at the University Hospital UZ Leuven (Gasthuisberg) for helping with the recruitment of participants and providing a room where we could conduct the experiments. For technical help with the eye tracker, we would like to thank Kristof Dockx. A large proportion of errors in detecting pathologies in chest X-rays are due to inefficient visual search. In order to find a pathology on a chest X-ray, gaze needs to be used optimally. We assess the gaze characteristics that differentiate experienced and less experienced participants when interpreting chest X-rays and whether these gaze characteristics are associated with pathology detection. Understanding the visual search strategies associated with improved pathology detection can help in the training of radiologists and reduce the number of errors in pathology detection.

Publisher Copyright:
© 2020, The Psychonomic Society, Inc.

Funding

We thank the Department of Radiology at the University Hospital UZ Leuven (Gasthuisberg) for helping with the recruitment of participants and providing a room where we could conduct the experiments. For technical help with the eye tracker, we would like to thank Kristof Dockx. A large proportion of errors in detecting pathologies in chest X-rays are due to inefficient visual search. In order to find a pathology on a chest X-ray, gaze needs to be used optimally. We assess the gaze characteristics that differentiate experienced and less experienced participants when interpreting chest X-rays and whether these gaze characteristics are associated with pathology detection. Understanding the visual search strategies associated with improved pathology detection can help in the training of radiologists and reduce the number of errors in pathology detection.

Keywords

  • Chest X-rays
  • Experience
  • Eye movements
  • Radiology
  • Visual search behavior

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