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Objective classification of scapular kinematics in participants with movement faults of the scapula on clinical assessment
Authors:Martin B. Warner  Gemma Whatling  Peter R. Worsley  Sarah Mottram  Paul H. Chappell  Catherine A. Holt
Affiliation:1. Faculty of Health Sciences, University of Southampton, Southampton SO17 1BJ, UKm.warner@soton.ac.uk;3. Cardiff School of Engineering, Institute of Medical Engineering and Medical Physics, Cardiff University, Cardiff CF24 3AA, UK;4. Faculty of Health Sciences, University of Southampton, Southampton SO17 1BJ, UK;5. Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK
Abstract:The aim of this study was to assess the potential of employing a classification tool to objectively classify participants with clinically assessed movement faults (MFs) of the scapula. Six participants with a history of shoulder pain with MFs of the scapula and 12 healthy participants with no movement faults (NMFs) performed a flexion movement control test of the scapula, while scapular kinematic data were collected. Principal component scores and discrete kinematic variables were used as input into a classifier. Five out of the six participants with a history of pain were successfully classified as having scapular MFs with an accuracy of 72%. Variables related to the upward rotation of the scapula had the most influence on the classification. The results of the study demonstrate the potential of adopting a multivariate approach in objective classification of participants with altered scapular kinematics in pathological groups.
Keywords:scapula  kinematics  classification  principal component analysis
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