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

被引:12
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
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
相关论文
共 68 条
[1]   Predictors of professional behaviour and academic outcomes in a UK medical school: A longitudinal cohort study [J].
Adam, Jane ;
Bore, Miles ;
Childs, Roy ;
Dunn, Jason ;
McKendree, Jean ;
Munro, Don ;
Powis, David .
MEDICAL TEACHER, 2015, 37 (09) :868-880
[2]   A comparison of scanpath comparison methods [J].
Anderson, Nicola C. ;
Anderson, Fraser ;
Kingstone, Alan ;
Bischof, Walter F. .
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 [J].
Berbaum, KS ;
Brandser, EA ;
Franken, EA ;
Dorfman, DD ;
Caldwell, RT ;
Krupinski, EA .
ACADEMIC RADIOLOGY, 2001, 8 (04) :304-314
[6]   The psychophysics toolbox [J].
Brainard, DH .
SPATIAL VISION, 1997, 10 (04) :433-436
[7]   Eye-position recording during brain MRI examination to identify and characterize steps of glioma diagnosis [J].
Cavaro-Menard, Christine ;
Tanguy, Jean-Yves ;
Le Callet, Patrick .
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 [J].
Chaby, Laurence ;
Hupont, Isabelle ;
Avril, Marie ;
Luherne-du Boullay, Viviane ;
Chetouani, Mohamed .
FRONTIERS IN PSYCHOLOGY, 2017, 8
[9]   Diagnostic imaging and spending review: extreme problems call for extreme measures [J].
Ciarrapico, Anna Micaela ;
Ugenti, Rossana ;
Di Minco, Lidia ;
Santori, Elisabetta ;
Altobelli, Simone ;
Coco, Irene ;
D'Onofrio, Silvia ;
Simonetti, Giovanni .
RADIOLOGIA MEDICA, 2017, 122 (04) :288-293
[10]   ScanMatch: A novel method for comparing fixation sequences [J].
Cristino, Filipe ;
Mathot, Sebastiaan ;
Theeuwes, Jan ;
Gilchrist, Iain D. .
BEHAVIOR RESEARCH METHODS, 2010, 42 (03) :692-700