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A Principal Components Analysis Approach to Quantifying Foot Clearance and Foot Clearance Variability

机译:主成分分析方法,用于量化脚部间隙和脚部间隙的变异性

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Low foot clearance and high variability may be related to falls risk. Foot clearance is often defined as the local minimum in toe height during swing; however, not all strides have this local minimum. The primary purpose of this study was to identify a nondiscrete measure of foot clearance during all strides, and compare discrete and nondiscrete measures in ability to rank individuals on foot clearance and variability. Thirty-five participants (young adults [n = 10], older fallers [n = 10], older nonfallers [n = 10], and stroke survivors [n = 5]) walked overground while lower extremity 3D kinematics were recorded. Principal components analysis (PCA) of the toe height waveform yielded representation of toe height when it was closest to the ground. Spearman's rank order correlation assessed the association of foot clearance and variability between PCA and discrete variables, including the local minimum. PCA had significant (P .05) moderate or strong associations with discrete measures of foot clearance and variability. An approximation of the discrete local minimum had a weak association with PCA and other discrete measures of foot clearance. A PCA approach to quantifying foot clearance can be used to identify the behavioral components of toe height when it is closest to the ground, even for strides without a local minimum.
机译:低脚间隙和高变异性可能与跌倒的风险有关。脚部间隙通常被定义为挥杆过程中脚趾高度的局部最小值。但是,并非所有步幅都具有此局部最小值。这项研究的主要目的是在所有步幅上确定足部间隙的非离散量度,并比较离散度和非离散量度对个体的足部间隙和变异性进行排名的能力。三十五名参与者(年轻人[n = 10],较大的跌倒者[n = 10],较大的非跌倒者[n = 10]和中风幸存者[n = 5])步行地面,同时记录了下肢3D运动学。脚趾高度波形的主成分分析(PCA)表示脚趾高度最接近地面时的高度。 Spearman的等级相关性评估了PCA与离散变量(包括局部最小值)之间的脚部间隙和变异性之间的关联。 PCA与足部间隙和变异性的离散量度具有显着(P <.05)中度或强度关联。离散局部最小值的近似值与PCA和其他离散的脚部间隙测量值之间存在弱关联。即使脚步没有局部最小值,PCA量化脚部间隙的方法也可以用来识别脚趾高度最接近地面的行为分量。

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