Journal of Orthopaedic Research® · 2015 · 59 citations · 29 references
MedicineOrthopaedic SurgeryOrthopedic SurgeryFeature EngineeringOrthopedic BiomechanicsOrthopedicsGait AnalysisGait AssessmentGait BiomechanicsHip BiomechanicsHip DisordersOsteoarthritisClinical Gait AnalysisClinical Gait AssessmentDiscriminatory Power AssessmentGaitHuman Gait AnalysisKinematic Gait AnalysisLinear Discriminant AnalysisThree-dimensional Gait Analysis
Critical appraisal of the literature highlights that the discriminative power of gait-related features in patients with hip osteoarthritis (OA) has not been fully explored. We aimed to reduce the number of gait-related features and define the most discriminative ones comparing the three-dimensional gait analysis of 20 patients with hip osteoarthritis (OA) with those of 17 healthy peers. First, principal component analysis was used to reduce the high-dimensional gait data into a reduced set of interpretable variables for further analysis, including tests for group differences. These differences were indicative for the selection of the top 10 variables to be included into linear discriminant analysis models (LDA). Our findings demonstrated the successful data reduction of hip osteoarthritic-related gait features with a high discriminatory power. The combination of the top variables into LDA models clearly separated groups, with a maximum misclassification error rate of 19%, estimated by cross-validation. Decreased hip/knee extension, hip flexion and internal rotation moment were gait features with the highest discriminatory power. This study listed the most clinically relevant gait features characteristics of hip OA. Moreover, it will help clinicians and physiotherapists understand the movement pathomechanics related to hip OA useful in the management and design of rehabilitation intervention.
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A gait analysis data collection and reduction technique
Roy B. Davis, Sylvia Õunpuu, Dennis Tyburski et al. · Human Movement Science · 1991 · 3.1K citations
Gait Analysis: Normal and Pathological Function
Alfred D. Grant · JAMA · 2010 · 1.1K citations · Full text
Medicine, Neurology, Otolaryngology +15