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基于荧光透视图像的新型图像决策错误分析(IDEA)评分可客观测量手术技能。

Surgical Skill Can be Objectively Measured From Fluoroscopic Images Using a Novel Image-based Decision Error Analysis (IDEA) Score.

机构信息

S. Long, G. W. Thomas, M. D. Karam, J. L. Marsh, D. D. Anderson, Department of Orthopedics and Rehabilitation, University of Iowa, Iowa City, IA, USA.

S. Long, D. D. Anderson, Department of Biomedical Engineering, University of Iowa, Iowa City, IA, USA.

出版信息

Clin Orthop Relat Res. 2021 Jun 1;479(6):1386-1394. doi: 10.1097/CORR.0000000000001623.

Abstract

BACKGROUND

To advance orthopaedic surgical skills training and assessment, more rigorous and objective performance measures are needed. In hip fracture repair, the tip-apex distance is a commonly used summative performance metric with clear clinical relevance, but it does not capture the skill exercised during the process of achieving the final implant position. This study introduces and evaluates a novel Image-based Decision Error Analysis (IDEA) score that better captures performance during fluoroscopically-assisted wire navigation.

QUESTIONS/PURPOSES: (1) Can wire navigation skill be objectively measured from a sequence of fluoroscopic images? (2) Are skill behaviors observed in a simulated environment also exhibited in the operating room? Additionally, we sought to define an objective skill metric that demonstrates improvement associated with accumulated surgical experience.

METHODS

Performance was evaluated both on a hip fracture wire navigation simulator and in the operating room during actual fracture surgery. After examining fluoroscopic image sequences from 176 consecutive simulator trials (performed by 58 first-year orthopaedic residents) and 21 consecutive surgical procedures (performed by 19 different orthopaedic residents and one attending orthopaedic surgeon), three main categories of erroneous skill behavior were identified: off-target wire adjustments, out-of-plane wire adjustments, and off-target drilling. Skill behaviors were measured by comparing wire adjustments made between consecutive images against the goal of targeting the apex of the femoral head as part of our new IDEA scoring methodology. Decision error metrics (frequency, magnitude) were correlated with other measures (image count and tip-apex distance) to characterize factors related to surgical performance on both the simulator and in the operating room. An IDEA composite score integrating decision errors (off-target wire adjustments, out-of-plane wire adjustments, and off-target drilling) and the final tip-apex distance to produce a single metric of overall performance was created and compared with the number of hip wire navigation cases previously completed (such as surgeon experience levels).

RESULTS

The IDEA methodology objectively analyzed 37,000 images from the simulator and 688 images from the operating room. The number of decision errors (7 ± 5 in the operating room and 4 ± 3 on the simulator) correlated with fluoroscopic image count (33 ± 14 in the operating room and 20 ± 11 on the simulator) in both the simulator and operating room environments (R2 = 0.76; p < 0.001 and R2 = 0.71; p < 0.001, respectively). Decision error counts did not correlate with the tip-apex distance (16 ± 4 mm in the operating room and 12 ± 5 mm on the simulator) for either the simulator or the operating room (R2 = 0.08; p = 0.15 and R2 = 0.03; p = 0.47, respectively), indicating that the tip-apex distance is independent of decision errors. The IDEA composite score correlated with surgical experience (R2 = 0.66; p < 0.001).

CONCLUSION

The fluoroscopic images obtained in the course of placing a guide wire contain a rich amount of information related to surgical skill. This points the way to an objective measure of skill that also has potential as an educational tool for residents. Future studies should expand this analysis to the wide variety of procedures that rely on fluoroscopic images.

CLINICAL RELEVANCE

This study has shown how resident skill development can be objectively assessed from fluoroscopic image sequences. The IDEA scoring provides a basis for evaluating the competence of a resident. The score can be used to assess skill at key timepoints throughout residency, such as when rotating onto/off of a new surgical service and before performing certain procedures in the operating room, or as a tool for debriefing/providing feedback after a procedure is completed.

摘要

背景

为了推进骨科手术技能培训和评估,我们需要更严格和客观的绩效衡量标准。在髋部骨折修复中,尖顶距离是一种常用的总结性绩效指标,具有明确的临床相关性,但它不能捕捉到在实现最终植入物位置过程中所运用的技能。本研究介绍并评估了一种新的基于图像的决策错误分析(IDEA)评分,该评分能更好地捕捉在透视辅助导丝导航过程中的表现。

问题/目的:(1)能否从一系列透视图像中客观地测量导丝导航技能?(2)在模拟环境中观察到的技能行为是否也会在手术室中表现出来?此外,我们试图定义一种客观的技能指标,以证明与积累的手术经验相关的改进。

方法

在髋部骨折导丝导航模拟器和实际骨折手术的手术室中评估了性能。在检查了 176 例连续模拟器试验(由 58 名第一年骨科住院医师完成)和 21 例连续手术(由 19 名不同的骨科住院医师和 1 名主治骨科医生完成)的透视图像序列后,确定了三种主要的错误技能行为类别:导丝调整目标偏差、导丝调整不在同一平面、导丝调整偏离目标钻孔。技能行为通过比较连续图像之间的导丝调整与将导丝调整到股骨头顶点的目标进行测量,这是我们新的 IDEA 评分方法的一部分。决策错误指标(频率、幅度)与其他指标(图像数量和尖顶距离)相关联,以描述与模拟器和手术室中的手术表现相关的因素。创建了一个整合决策错误(导丝调整目标偏差、导丝调整不在同一平面、导丝调整偏离目标钻孔)和最终尖顶距离的 IDEA 综合评分,以产生一个整体性能的单一指标,并与之前完成的髋部导丝导航病例数量(如外科医生的经验水平)进行比较。

结果

IDEA 方法客观地分析了模拟器的 37000 张图像和手术室的 688 张图像。决策错误的数量(手术室 7 ± 5 次,模拟器 4 ± 3 次)与透视图像数量(手术室 33 ± 14 次,模拟器 20 ± 11 次)相关(R2 = 0.76;p < 0.001 和 R2 = 0.71;p < 0.001,分别)。在模拟器和手术室环境中,决策错误计数与尖顶距离(手术室 16 ± 4mm,模拟器 12 ± 5mm)均不相关(R2 = 0.08;p = 0.15 和 R2 = 0.03;p = 0.47,分别),表明尖顶距离独立于决策错误。IDEA 综合评分与手术经验相关(R2 = 0.66;p < 0.001)。

结论

在放置导丝过程中获得的透视图像包含与手术技能相关的大量信息。这为技能的客观衡量指明了方向,也为住院医师提供了一种潜在的教育工具。未来的研究应该将这种分析扩展到依赖透视图像的各种手术。

临床相关性

本研究表明,如何从透视图像序列中客观评估住院医师的技能发展。IDEA 评分提供了评估住院医师能力的基础。该评分可用于评估住院医师在关键时间点的技能,例如在轮转新的手术服务时,或在手术室中进行某些手术之前,或作为完成手术后进行讨论/提供反馈的工具。

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