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Using Eye Tracking to Analyze Surgeons' Cognitive Workload During an Advanced Laparoscopic Procedure

机译:使用眼跟踪在高级腹腔镜手术过程中分析外科医生的认知工作量

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Introduction: Surgeons' cognitive workload should be controlled during a surgical intervention for a successful and safe performance. Eye tracking technologies could be used for cognitive workload monitoring by analyzing the pupil size and blink frequency of surgeons. This work aims to study the surgeons' cognitive workload watching an advanced laparoscopic video. Methods: 16 surgeons (5 experts, 11 novices) participated in the study watching a colectomy video consisting of eight steps with introductory titles. Surgeons' gaze was recorded with eye tracking glasses while visualizing the video, from which pupil size and blink frequency were analyzed. Results: Pupil diameter of surgeons increased during the visualization of steps and decreased during the titles. Two specific steps of the intervention produced the highest pupil diameter of surgeons. When the pupil diameter increased the blink frequency decreased. Pupil diameter tended to decrease as the video is watched, which is mainly due to expert surgeons, who had a lower pupil diameter than novices. Conclusions: Eye tracking technologies allow monitoring the cognitive workload of surgeons in surgical procedures. Larger pupil size and shorter blink frequency means greater cognitive workload. Such metrics could be used to objectively label the difficult tasks within the surgical procedure. Surgical videos used for training of surgeons should be short, according to micro-learning, since cognitive workload decreases over time while visualizing them. Based on proposed metrics, eye tracking technologies could be used to distinguish the level of experience of surgeons, since cognitive workload is sensitive to the skill level of surgeons.
机译:简介:外科医生的认知工作量应在手术干预期间控制成功和安全的表现。通过分析外科医生的瞳孔尺寸和眨眼频率,可以使用眼睛跟踪技术来用于认知工作量监测。这项工作旨在研究外科医生的认知工作量观看先进的腹腔镜视频。方法:16名外科医生(5名专家,11人新手)参加了观看了由介绍性标题的八步组成的联合术视频。通过眼睛跟踪眼镜记录外科医生的凝视,同时可视化视频,从中分析了瞳孔尺寸和闪烁频率。结果:外科医生的瞳孔直径在阶梯可视化过程中增加并在标题期间减少。干预的两个具体步骤产生了外科医生的最高瞳孔直径。当瞳孔直径增加眨眼频率时降低。瞳孔直径倾向于随着视频观察而减少,这主要是由于专家外科医生,瞳孔直径低于新手。结论:眼跟踪技术允许监测外科手术中外科医生的认知工作量。较大的瞳孔尺寸和更短的闪烁频率意味着更大的认知工作量。这些指标可用于客观地标记外科手术中的困难任务。根据微观学习的说法,用于培训外科医生的外科视频,因为认知工作量随着时间的推移而降低,同时可视化它们。基于拟议的指标,眼睛跟踪技术可用于区分外科医生的经验水平,因为认知工作量对外科医生的技能水平敏感。

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