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通过可穿戴惯性传感器进行步态事件识别对特发性足尖行走儿童临床步态分析的影响

Impact of Gait Events Identification through Wearable Inertial Sensors on Clinical Gait Analysis of Children with Idiopathic Toe Walking.

作者信息

Brasiliano Paolo, Mascia Guido, Di Feo Paolo, Di Stanislao Eugenio, Alvini Martina, Vannozzi Giuseppe, Camomilla Valentina

机构信息

Department of Movement, Human and Health Sciences, University of Rome "Foro Italico", Piazza Lauro De Bosis 6, 00135 Rome, Italy.

Interuniversity Centre of Bioengineering of the Human Neuromusculoskeletal System, University of Rome "Foro Italico", 00135 Rome, Italy.

出版信息

Micromachines (Basel). 2023 Jan 21;14(2):277. doi: 10.3390/mi14020277.

Abstract

Idiopathic toe walking (ITW) is a gait deviation characterized by forefoot contact with the ground and excessive ankle plantarflexion over the entire gait cycle observed in otherwise-typical developing children. The clinical evaluation of ITW is usually performed using optoelectronic systems analyzing the sagittal component of ankle kinematics and kinetics. However, in standardized laboratory contexts, these children can adopt a typical walking pattern instead of a toe walk, thus hindering the laboratory-based clinical evaluation. With these premises, measuring gait in a more ecological environment may be crucial in this population. As a first step towards adopting wearable clinical protocols embedding magneto-inertial sensors and pressure insoles, this study analyzed the performance of three algorithms for gait events identification based on shank and/or foot sensors. Foot strike and foot off were estimated from gait measurements taken from children with ITW walking barefoot and while wearing a foot orthosis. Although no single algorithm stands out as best from all perspectives, preferable algorithms were devised for event identification, temporal parameters estimate and heel and forefoot rocker identification, depending on the barefoot/shoed condition. Errors more often led to an erroneous characterization of the heel rocker, especially in shoed condition. The ITW gait specificity may cause errors in the identification of the foot strike which, in turn, influences the characterization of the heel rocker and, therefore, of the pathologic ITW behavior.

摘要

特发性足尖行走(ITW)是一种步态偏差,其特征为在整个步态周期中前足着地且踝关节过度跖屈,这种情况在其他方面发育正常的儿童中可见。ITW的临床评估通常使用分析踝关节运动学和动力学矢状面成分的光电系统来进行。然而,在标准化的实验室环境中,这些儿童可能会采用典型的行走模式而非足尖行走模式,从而妨碍基于实验室的临床评估。基于这些前提,在更贴近实际生活的环境中测量步态对于这群人来说可能至关重要。作为采用嵌入磁惯性传感器和压力鞋垫的可穿戴临床方案的第一步,本研究分析了三种基于小腿和/或足部传感器的步态事件识别算法的性能。通过对ITW儿童赤脚行走以及穿着足部矫形器行走时的步态测量来估计足跟着地和足趾离地情况。尽管没有一种算法在所有方面都表现得最为出色,但根据赤脚/穿鞋状态,为事件识别、时间参数估计以及足跟和前足摆动识别设计了更优的算法。误差更常导致对足跟摆动的错误表征,尤其是在穿鞋状态下。ITW步态的特殊性可能会导致在足跟着地识别方面出现误差,进而影响对足跟摆动的表征,从而影响对病理性ITW行为的表征。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b7f/9962364/dcb433e3fe71/micromachines-14-00277-g001.jpg

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