Abdelaal Alaa Eldin, Van Rumpt Rachelle, Zaman Sayem, Tong Irene, Jarc Anthony, Gallia Gary L, Ishii Masaru, Hager Gregory D, Salcudean Septimiu E
The Mechanical Engineering Department, Stanford University, Stanford, CA, 94305, USA.
The Electrical and Computer Engineering Department, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada.
Int J Comput Assist Radiol Surg. 2025 Apr 24. doi: 10.1007/s11548-025-03367-4.
The quiet eye (QE) behavior is a gaze behavior that has been extensively studied in sports training and has been associated with higher level of expertise in multiple sports. In this paper, we report our observations of this gaze behavior in two minimally invasive surgery settings and we report how this behavior changes based on task success and the surgeon's expertise level.
We investigated the QE behavior in two independently collected data sets in a sinus surgery setting and a robotic surgery setting. The sinus surgery data set was used to study how the QE behavior changes in successful and unsuccessful tasks. The robotic surgery data set was used to study how the QE behavior changes based on the surgeon's expertise level.
Using the sinus surgery data set, our results show that the QE behavior is more likely to occur and that its duration is significantly longer, in successful tasks, compared with unsuccessful ones. Using the robotic surgery data set, our results show similar trends in tasks performed by experienced surgeons, compared with less experienced ones.
The results of our study open the door to use the QE behavior in training and skill assessment in the explored minimally invasive surgery settings. Training novices to adopt the QE behavior can potentially improve their motor skill learning, replicating the success of doing so in sports training. In addition, the well-defined characteristics of the QE behavior can provide an explainable way to distinguish between different skill levels in minimally invasive surgery.
静视(QE)行为是一种注视行为,在体育训练中已得到广泛研究,并且与多项运动中的更高专业水平相关。在本文中,我们报告了在两种微创手术环境中对这种注视行为的观察结果,以及这种行为如何根据任务的成功与否和外科医生的专业水平而变化。
我们在鼻窦手术环境和机器人手术环境中的两个独立收集的数据集中研究了QE行为。鼻窦手术数据集用于研究在成功和失败任务中QE行为如何变化。机器人手术数据集用于研究QE行为如何根据外科医生的专业水平而变化。
使用鼻窦手术数据集,我们的结果表明,与失败任务相比,在成功任务中QE行为更有可能发生,并且其持续时间明显更长。使用机器人手术数据集,我们的结果表明,与经验较少的外科医生相比,经验丰富的外科医生执行的任务呈现出相似的趋势。
我们的研究结果为在探索的微创手术环境中的训练和技能评估中使用QE行为打开了大门。训练新手采用QE行为可能会提高他们的运动技能学习,复制在体育训练中这样做的成功经验。此外,QE行为明确的特征可以为区分微创手术中不同技能水平提供一种可解释的方法。