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使用眼动建模示例训练局灶性肺病理检测

Training focal lung pathology detection using an eye movement modeling example.

作者信息

Brams Stephanie, Ziv Gal, Hooge Ignace Tc, Levin Oron, Verschakelen Johny, Mark Williams A, Wagemans Johan, Helsen Werner F

机构信息

KU Leuven, Department of Movement Sciences, Movement Control and Neuroplasticity Research Group, Leuven, Belgium.

The Academic College of Wingate, Netanya, Israel.

出版信息

J Med Imaging (Bellingham). 2021 Mar;8(2):025501. doi: 10.1117/1.JMI.8.2.025501. Epub 2021 Mar 13.

Abstract

Published reports suggest that nonoptimal visual search behavior is associated with false negatives in chest x-ray interpretation. Eye movement modeling example (EMME)-based training interventions, that is, interventions showing models of visual search to trainees, have been shown to improve visual search as well as task accuracy. We examined the detection of focal lung pathology on chest x-rays before and after two different EMME training interventions that have been shown to be efficient: (i) an EMME showing moving fixations on a blurred background (spotlight group) and (ii) an EMME showing moving fixations on a nonblurred background (circle group). These two experimental groups were compared to a control group that was only provided with the correct location of pathologies on the chest x-rays. Performance outcomes showed improved detection sensitivity and specificity in all groups (also the control group). It appears that repetitive exposure to pathologies on chest x-rays with feedback resulted in enhanced pattern recognition. In addition, visual search strategies became more efficient during post-tests. : Repetitive exposure to a focal lung pathology detection task with feedback improves overall performance. However, the specific EMME training interventions did not add any further advantages. Similar training interventions can be provided online to assess feasibility and reproducibility of such (or similar) training formats. Such training can, for example, reduce the number of false negative errors, especially for novices.

摘要

已发表的报告表明,非最佳视觉搜索行为与胸部X光解读中的假阴性有关。基于眼动建模示例(EMME)的训练干预措施,即向受训者展示视觉搜索模型的干预措施,已被证明可以改善视觉搜索以及任务准确性。我们在两种已被证明有效的不同EMME训练干预前后,检查了胸部X光片上局灶性肺部病变的检测情况:(i)一种在模糊背景上显示移动注视点的EMME(聚光灯组)和(ii)一种在非模糊背景上显示移动注视点的EMME(圆圈组)。将这两个实验组与一个仅被告知胸部X光片上病变正确位置的对照组进行比较。性能结果显示,所有组(包括对照组)的检测敏感性和特异性均有所提高。似乎反复接触带有反馈的胸部X光片上的病变会提高模式识别能力。此外,在后测期间视觉搜索策略变得更加有效。结论:反复接触带有反馈的局灶性肺部病变检测任务可提高整体性能。然而,特定的EMME训练干预措施并没有带来任何进一步的优势。可以在线提供类似的训练干预措施,以评估此类(或类似)训练形式的可行性和可重复性。此类训练例如可以减少假阴性错误的数量,尤其是对于新手而言。

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本文引用的文献

1
Focal lung pathology detection in radiology: Is there an effect of experience on visual search behavior?
Atten Percept Psychophys. 2020 Aug;82(6):2837-2850. doi: 10.3758/s13414-020-02033-y.
2
The relationship between gaze behavior, expertise, and performance: A systematic review.
Psychol Bull. 2019 Oct;145(10):980-1027. doi: 10.1037/bul0000207. Epub 2019 Aug 15.
3
Does effective gaze behavior lead to enhanced performance in a complex error-detection cockpit task?
PLoS One. 2018 Nov 21;13(11):e0207439. doi: 10.1371/journal.pone.0207439. eCollection 2018.
4
The Leuven Embedded Figures Test (L-EFT): measuring perception, intelligence or executive function?
PeerJ. 2018 Mar 26;6:e4524. doi: 10.7717/peerj.4524. eCollection 2018.
5
Perceptual training to improve hip fracture identification in conventional radiographs.
PLoS One. 2017 Dec 21;12(12):e0189192. doi: 10.1371/journal.pone.0189192. eCollection 2017.
6
Missed lung cancer: when, where, and why?
Diagn Interv Radiol. 2017 Mar-Apr;23(2):118-126. doi: 10.5152/dir.2016.16187.
9
The relative importance of different perceptual-cognitive skills during anticipation.
Hum Mov Sci. 2016 Oct;49:170-7. doi: 10.1016/j.humov.2016.06.013. Epub 2016 Jul 15.
10
Teaching search patterns to medical trainees in an educational laboratory to improve perception of pulmonary nodules.
J Med Imaging (Bellingham). 2016 Jan;3(1):011006. doi: 10.1117/1.JMI.3.1.011006. Epub 2015 Nov 6.

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