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A Computerized Tutor Prototype for Prostate Cryotherapy: Key Building Blocks and System Evaluation

机译:前列腺冷冻治疗的计算机辅导原型:关键组成部分和系统评估

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摘要

This paper focuses on the evaluation of a prototype for a computer-based tutoring system for prostate cryosurgery, while reviewing its key building blocks and their benchmark performance. The tutoring system lists geometrical constraints of cryoprobe placement, displays a rendered shape of the prostate, simulates cryoprobe insertion, enables distance measurements, simulates the corresponding thermal history, and evaluates the mismatch between the target region shape and a pre-selected planning isotherm. The quality of trainee planning is measured in comparison with a computer- generated plan, created for each case study by a previously developed planning algorithm, known as bubble-packing. While the tutoring level in this study aims only at geometrical constraints on cryoprobe placement and the resulting thermal history, it creates a unique opportunity to gain insight into the process outside of the operation room. System validation of the tutor has been performed by collecting training data from surgical residents, having no prior experience or advanced knowledge of cryotherapy. Furthermore, the system has been evaluated by graduate engineering students having no formal education in medicine. In terms of match between a planning isotherm and the target region shape, results demonstrate medical residents' performance improved from 4.4% in a pretest to 37.8% in a posttest over a course of 50 minutes of training (within 10% margins from a computer-optimized plan). Comparing those results with the performance of engineering students indicates similar results, suggesting that planning of the cryoprobe layout essentially revolves around geometric considerations.
机译:本文着重评估前列腺冷冻术基于计算机的辅导系统的原型,同时回顾其关键组成部分及其基准性能。辅导系统列出了冷冻探针放置的几何约束,显示了前列腺的渲染形状,模拟了冷冻探针的插入,可以进行距离测量,模拟了相应的热历史,并评估了目标区域形状与预先选择的计划等温线之间的不匹配。学员计划质量与计算机生成的计划进行比较,该计划是通过以前开发的计划算法(称为气泡包装)为每个案例研究创建的。虽然本研究中的辅导水平仅针对冷冻探针放置和由此产生的热历史的几何约束,但它为了解手术室之外的过程提供了独特的机会。导师的系统验证是通过从外科手术患者那里收集培训数据来进行的,他们没有冷冻治疗的经验或高级知识。此外,该系统已经由没有接受过医学正规教育的工程研究生进行了评估。就计划等温线与目标区域形状之间的匹配而言,结果表明,在经过50分钟的培训过程中,医务人员的表现从预测的4.4%提高到了后测的37.8%(计算机可提供10%的利润,优化计划)。将这些结果与工程专业学生的表现进行比较可得出相似的结果,这表明,低温探头布局的规划基本上围绕几何考虑。

著录项

  • 来源
    《Energy-based treatment of tissue and assessment IX》|2017年|100660Z.1-100660Z.9|共9页
  • 会议地点 San Francisco(US)
  • 作者单位

    Department of Mechanical Engineering, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213,The STAR Center, Allegheny Health Network, 4900 Friendship Avenue, Pittsburgh, PA 15224;

    Department of Mechanical Engineering, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213;

    Department of Mechanical Engineering, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213;

    Department of Mechanical Engineering, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213;

    Department of Mechanical Engineering, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213;

    The STAR Center, Allegheny Health Network, 4900 Friendship Avenue, Pittsburgh, PA 15224;

    Department of General Surgery, Allegheny General Hospital, 320 East North Avenue, Pittsburgh, PA 15212;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Cryosurgery; Prostate; Simulation; Optimization; Planning; Training; Evaluation;

    机译:冷冻手术;前列腺;模拟;优化;规划;训练;评价;

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