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Systematic Review on the Applicability of Principal Component Analysis for the Study of Movement in the Older Adult Population.
Moreira, Juliana; Silva, Bruno; Faria, Hugo; Santos, Rubim; Sousa, Andreia S P.
Afiliação
  • Moreira J; Center for Rehabilitation Research-Human Movement System (Re)habilitation Area, Department of Physiotherapy, School of Health, Polytechnic of Porto, 4200-072 Porto, Portugal.
  • Silva B; Research Center in Physical Activity, Health and Leisure, Faculty of Sports, University of Porto, 4200-450 Porto, Portugal.
  • Faria H; School of Health, Polytechnic of Porto, 4200-072 Porto, Portugal.
  • Santos R; School of Health, Polytechnic of Porto, 4200-072 Porto, Portugal.
  • Sousa ASP; Center for Rehabilitation Research-Human Movement System (Re)habilitation Area, Department of Physics, School of Health, Polytechnic of Porto, 4200-072 Porto, Portugal.
Sensors (Basel) ; 23(1)2022 Dec 25.
Article em En | MEDLINE | ID: mdl-36616803
ABSTRACT
Principal component analysis (PCA) is a dimensionality reduction method that has identified significant differences in older adults' motion analysis previously not detected by the discrete exploration of biomechanical variables. This systematic review aims to synthesize the current evidence regarding PCA use in the study of movement in older adults (kinematics and kinetics), summarizing the tasks and biomechanical variables studied. From the search results, 1685 studies were retrieved, and 19 studies were included for review. Most of the included studies evaluated gait or quiet standing. The main variables considered included spatiotemporal parameters, range of motion, and ground reaction forces. A limited number of studies analyzed other tasks. Further research should focus on the PCA application in tasks other than gait to understand older adults' movement characteristics that have not been identified by discrete analysis.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Marcha / Movimento Tipo de estudo: Prognostic_studies / Systematic_reviews Idioma: En Ano de publicação: 2022 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Marcha / Movimento Tipo de estudo: Prognostic_studies / Systematic_reviews Idioma: En Ano de publicação: 2022 Tipo de documento: Article