Julian Danielle, Smith Roger
Research Department, AdventHealth Nicholson Center, Celebration, Florida.
Int J Med Robot. 2019 Dec;15(6):e2037. doi: 10.1002/rcs.2037. Epub 2019 Nov 18.
Robotic-assisted laparoscopic surgery (RALS) is an operative innovation that has sparked global interest. Over the last decade, RALS cases have rapidly increased with over 750 000 robotic procedures completed in 2017. Until recently, Intuitive's da Vinci surgical system has been the only Food and Drug Administration (FDA)-approved robotic-assisted surgical device for human procedures. Robotic procedures with the da Vinci require a specific, dedicated training due to the introduction of the technological components and psychomotor skills needed to successfully utilize this system. When a surgeon becomes interested in learning robotics, there are limited avenues for training. Surgeons typically receive instruction on the necessary psychomotor and Operation Room (OR) communication skills in isolation from the cognitive and perceptual skills and may only perform these skills in an integrated manner during a 1- or 2-day course.
This paper discusses the development of a computer-based intelligent tutoring system (ITS) to train the cognitive and procedural skills needed to complete basic robotic suturing to novice robotic surgeons. The system was developed using the generalized intelligent framework for tutoring framework of tools. This information was captured as video, instruction sets, and flowcharts, which were reviewed for accuracy by surgeons and then encoded into an ITS using the generalized intelligent framework for tutoring tools.
The purpose of this paper was threefold-(a) explain the process used to obtain the critical data behind a basic robotic task, (b) develop an entry-level ITS to train the cognitive process and procedural steps behind multiple fundamental robotic surgery skills, and (c) provide future novice ITS developers lessons learned and future recommendations beyond the initial ITS prototype.
机器人辅助腹腔镜手术(RALS)是一项引发全球关注的手术创新技术。在过去十年中,RALS手术病例迅速增加,2017年完成了超过75万台机器人手术。直到最近,直观外科公司的达芬奇手术系统一直是美国食品药品监督管理局(FDA)批准的唯一用于人类手术的机器人辅助手术设备。由于成功使用该系统所需的技术组件和心理运动技能的引入,使用达芬奇进行机器人手术需要特定的、专门的培训。当外科医生对学习机器人技术感兴趣时,培训途径有限。外科医生通常孤立地接受必要的心理运动和手术室(OR)沟通技能的指导,而与认知和感知技能分开,并且可能仅在为期1天或2天的课程中以综合方式执行这些技能。
本文讨论了一种基于计算机的智能辅导系统(ITS)的开发,以培训新手机器人外科医生完成基本机器人缝合所需的认知和程序技能。该系统是使用通用智能辅导框架工具开发的。这些信息被捕获为视频、指令集和流程图,由外科医生检查其准确性,然后使用通用智能辅导框架工具编码到ITS中。
本文的目的有三个方面——(a)解释获取基本机器人任务背后关键数据的过程,(b)开发一个入门级ITS,以培训多种基本机器人手术技能背后的认知过程和程序步骤,(c)为未来的新手ITS开发者提供从初始ITS原型中吸取的经验教训和未来建议。