New approaches to the analysis of eye movement behaviour across expertise while viewing brain MRIs

被引:11
作者
Crowe, Emily M. [1 ]
Gilchrist, Iain D. [1 ]
Kent, Christopher [1 ]
机构
[1] Univ Bristol, Sch Expt Psychol, 12a Priory Rd, Bristol BS8 1TU, Avon, England
来源
COGNITIVE RESEARCH-PRINCIPLES AND IMPLICATIONS | 2018年 / 3卷
基金
英国工程与自然科学研究理事会;
关键词
Brain tumour detection; Eye-tracking; ScanMatch; Expertise; Magnetic resonance imaging; Medical image perception; VISUAL-SEARCH; DECISION-MAKING; RADIOLOGY; IMAGES; INFORMATION; PREVALENCE; PERCEPTION; EXPERIENCE; TRACKING; SUPPORT;
D O I
10.1186/s41235-018-0097-4
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Brain tumour detection and diagnosis requires clinicians to inspect and analyse brain magnetic resonance images. Eye-tracking is commonly used to examine observers' gaze behaviour during such medical image interpretation tasks, but analysis of eye movement sequences is limited. We therefore used ScanMatch, a novel technique that compares saccadic eye movement sequences, to examine the effect of expertise and diagnosis on the similarity of scanning patterns. Diagnostic accuracy was also recorded. Thirty-five participants were classified as Novices, Medics and Experts based on their level of expertise. Participants completed two brain tumour detection tasks. The first was a whole-brain task, which consisted of 60 consecutively presented slices from one patient; the second was an independent-slice detection task, which consisted of 32 independent slices from five different patients. Experts displayed the highest accuracy and sensitivity followed by Medics and then Novices in the independent-slice task. Experts showed the highest level of scanning pattern similarity, with medics engaging in the least similar scanning patterns, for both the whole-brain and independent-slice task. In the independent-slice task, scanning patterns were the least similar for false negatives across all expertise levels and most similar for experts when they responded correctly. These results demonstrate the value of using ScanMatch in the medical image perception literature. Future research adopting this tool could, for example, identify cases that yield low scanning similarity and so provide insight into why diagnostic errors occur and ultimately help in training radiologists.
引用
收藏
页数:14
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共 68 条
  • [1] Predictors of professional behaviour and academic outcomes in a UK medical school: A longitudinal cohort study
    Adam, Jane
    Bore, Miles
    Childs, Roy
    Dunn, Jason
    McKendree, Jean
    Munro, Don
    Powis, David
    [J]. MEDICAL TEACHER, 2015, 37 (09) : 868 - 880
  • [2] A comparison of scanpath comparison methods
    Anderson, Nicola C.
    Anderson, Fraser
    Kingstone, Alan
    Bischof, Walter F.
    [J]. BEHAVIOR RESEARCH METHODS, 2015, 47 (04) : 1377 - 1392
  • [3] Bailey R., 2012, Proceedings of the symposium on eye tracking research and applications, P75, DOI [10.1145/2168556.2168568, DOI 10.1145/2168556.2168568]
  • [4] Beam Craig A, 2006, J Am Coll Radiol, V3, P409, DOI 10.1016/j.jacr.2006.02.029
  • [5] Gaze dwell times on acute trauma injuries missed because of satisfaction of search
    Berbaum, KS
    Brandser, EA
    Franken, EA
    Dorfman, DD
    Caldwell, RT
    Krupinski, EA
    [J]. ACADEMIC RADIOLOGY, 2001, 8 (04) : 304 - 314
  • [6] The psychophysics toolbox
    Brainard, DH
    [J]. SPATIAL VISION, 1997, 10 (04): : 433 - 436
  • [7] Eye-position recording during brain MRI examination to identify and characterize steps of glioma diagnosis
    Cavaro-Menard, Christine
    Tanguy, Jean-Yves
    Le Callet, Patrick
    [J]. MEDICAL IMAGING 2010: IMAGE PERCEPTION, OBSERVER PERFORMANCE, AND TECHNOLOGY ASSESSMENT, 2010, 7627
  • [8] Gaze Behavior Consistency among Older and Younger Adults When Looking at Emotional Faces
    Chaby, Laurence
    Hupont, Isabelle
    Avril, Marie
    Luherne-du Boullay, Viviane
    Chetouani, Mohamed
    [J]. FRONTIERS IN PSYCHOLOGY, 2017, 8
  • [9] Diagnostic imaging and spending review: extreme problems call for extreme measures
    Ciarrapico, Anna Micaela
    Ugenti, Rossana
    Di Minco, Lidia
    Santori, Elisabetta
    Altobelli, Simone
    Coco, Irene
    D'Onofrio, Silvia
    Simonetti, Giovanni
    [J]. RADIOLOGIA MEDICA, 2017, 122 (04): : 288 - 293
  • [10] ScanMatch: A novel method for comparing fixation sequences
    Cristino, Filipe
    Mathot, Sebastiaan
    Theeuwes, Jan
    Gilchrist, Iain D.
    [J]. BEHAVIOR RESEARCH METHODS, 2010, 42 (03) : 692 - 700