从临床专家及其数字记录中了解经胫假肢插座设计的方方面面

A. S. Dickinson, J. Steer, C. Rossides, L. E. Diment, F. M. Mbithi, J. L. Bramley, D. Hannett, J. Blinova, Z. Tankard, P. R. Worsley
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引用次数: 0

摘要

经胫骨假肢套筒通常被归类为髌腱承(PTB)或全表面承(TSB)设计,但在将这些原则应用到个人的个性化套筒时,矫正方法会有很多变化。为了比较经验丰富的义肢修复师根据不同患者的人口统计学特征和肢体形状进行的矫正,以加深对插座设计策略的理解,我们对英国一家义肢服务机构随机挑选的 134 名患者的 163 个残肢表面扫描结果和相应的 CAD/CAM 插座进行了分析。其中包括 142 个 PTB 和 21 个 TSB 设计。对肢体和插座扫描进行比较,以确定矫正的位置和大小。对PTB和TSB设计的矫正情况进行了汇总,并使用线性回归、核密度估计(KDE)和奈夫贝叶斯(NB)分类等多种方法评估了不同矫正尺寸之间的关联。然而,两种插座的设计也各不相同,大多数插座都是 PTB 和 TSB 原理的混合体。一些矫正的大小(如胫骨旁切口、腓骨头构建和总体积缩小)之间存在成对相关性。相反,髌腱雕刻深度与任何其他矫正之间都没有显著相关性,这表明髌腱雕刻深度对设计相对不敏感。Naïve Bayes 分类器得出的设计模式与临床专家的实践一致。例如,细微的局部整复与大体积缩小有关(即 TSB 样式设计),而较大幅度的局部整复(即 PTB 样式设计)则与小体积缩小有关。这项研究展示了我们如何从设计记录中学习,以支持教育和加强循证插座设计。该方法可用于根据肢体形状和其他人口统计学特征的分类预测新就诊患者的设计特征,并与专家临床判断一起作为智能 CAD/CAM 设计模板实施。
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Insights into the spectrum of transtibial prosthetic socket design from expert clinicians and their digital records
Transtibial prosthetic sockets are often grouped into patella tendon bearing (PTB) or total surface bearing (TSB) designs, but many variations in rectifications are used to apply these principles to an individual's personalised socket. Prosthetists currently have little objective evidence to assist them as they make design choices.To compare rectifications made by experienced prosthetists across a range of patient demographics and limb shapes to improve understanding of socket design strategies.163 residual limb surface scans and corresponding CAD/CAM sockets were analysed for 134 randomly selected individuals in a UK prosthetics service. This included 142 PTB and 21 TSB designs. The limb and socket scans were compared to determine the location and size of rectifications. Rectifications were compiled for PTB and TSB designs, and associations between different rectification sizes were assessed using a variety of methods including linear regression, kernel density estimation (KDE) and a Naïve Bayes (NB) classification.Differences in design features were apparent between PTB and TSB sockets, notably for paratibial carves, gross volume reduction and distal end elongation. However, socket designs varied across a spectrum, with most showing a hybrid of the PTB and TSB principles. Pairwise correlations were observed between the size of some rectifications (e.g., paratibial carves; fibular head build and gross volume reduction). Conversely, the patellar tendon carve depth was not associated significantly with any other rectification, indicating its relative design insensitivity. The Naïve Bayes classifier produced design patterns consistent with expert clinician practice. For example, subtle local rectifications were associated with a large volume reduction (i.e., a TSB-like design), whereas more substantial local rectifications (i.e., a PTB-like design) were associated with a low volume reduction.This study demonstrates how we might learn from design records to support education and enhance evidence-based socket design. The method could be used to predict design features for newly presenting patients, based on categorisations of their limb shape and other demographics, implemented alongside expert clinical judgement as smart CAD/CAM design templates.
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