Department of Mechanical Engineering, 10-390 Donadeo Innovation Centre for Engineering, University of Alberta, 9211-116 Street NW, Edmonton, AB, T6G 1H9, Canada.
Department of Surgery, University of Alberta, Edmonton, AB, Canada.
Int J Comput Assist Radiol Surg. 2023 Dec;18(12):2191-2202. doi: 10.1007/s11548-023-03007-9. Epub 2023 Aug 19.
Surgical skill assessment has primarily been performed using checklists or rating scales, which are prone to bias and subjectivity. To tackle this shortcoming, assessment of surgical tool motion can be implemented to objectively classify skill levels. Due to the challenges involved in motion tracking of surgical tooltips in minimally invasive surgeries, formerly used assessment approaches may not be feasible for real-world skill assessment. We proposed an assessment approach based on the virtual marker on surgical tooltips to derive the tooltip's 3D position and introduced a novel metric for surgical skill assessment.
We obtained the 3D tooltip position based on markers placed on the tool handle. Then, we derived tooltip motion metrics to identify the metrics differentiating the skill levels for objective surgical skill assessment. We proposed a new tooltip motion metric, i.e., motion inconsistency, that can assess the skill level, and also can evaluate the stage of skill learning. In this study, peg transfer, dual transfer, and rubber band translocation tasks were included, and nine novices, five surgical residents and five attending general surgeons participated.
Our analyses showed that tooltip path length (p [Formula: see text] 0.007) and path length along the instrument axis (p [Formula: see text] 0.014) differed across the three skill levels in all the tasks and decreased by skill level. Tooltip motion inconsistency showed significant differences among the three skill levels in the dual transfer (p [Formula: see text] 0.025) and the rubber band translocation tasks (p [Formula: see text] 0.021). Lastly, bimanual dexterity differed across the three skill levels in all the tasks (p [Formula: see text] 0.012) and increased by skill level.
Depth perception ability (indicated by shorter tooltip path lengths along the instrument axis), bimanual dexterity, tooltip motion consistency, and economical tooltip movements (shorter tooltip path lengths) are related to surgical skill. Our findings can contribute to objective surgical skill assessment, reducing subjectivity, bias, and associated costs.
手术技能评估主要采用检查表或评分量表进行,这些方法容易受到偏倚和主观性的影响。为了解决这一缺点,可以实施手术工具运动评估,以客观地对技能水平进行分类。由于微创手术中手术工具尖端的运动跟踪存在挑战,以前使用的评估方法可能不适用于实际的技能评估。我们提出了一种基于手术工具尖端虚拟标记的评估方法,以获得工具尖端的 3D 位置,并引入了一种新的手术技能评估指标。
我们通过在工具手柄上放置标记来获得 3D 工具尖端位置。然后,我们推导出工具尖端运动指标,以识别区分技能水平的指标,从而进行客观的手术技能评估。我们提出了一种新的工具尖端运动指标,即运动不一致性,可以评估技能水平,也可以评估技能学习阶段。在这项研究中,包括了针转移、双转移和橡胶带移位任务,共有 9 名新手、5 名外科住院医师和 5 名主治普通外科医生参与。
我们的分析表明,在所有任务中,三个技能水平的工具尖端路径长度(p [Formula: see text] 0.007)和工具轴上的路径长度(p [Formula: see text] 0.014)都有所不同,并且随着技能水平的降低而降低。在双转移(p [Formula: see text] 0.025)和橡胶带移位任务(p [Formula: see text] 0.021)中,工具尖端运动不一致性在三个技能水平之间存在显著差异。最后,在所有任务中,双手灵巧度在三个技能水平之间存在差异(p [Formula: see text] 0.012),并且随着技能水平的提高而提高。
深度感知能力(表现为工具轴上较短的工具尖端路径长度)、双手灵巧度、工具尖端运动一致性和经济的工具尖端运动(较短的工具尖端路径长度)与手术技能相关。我们的发现有助于客观的手术技能评估,减少主观性、偏见和相关成本。