Modelling active play in preschool children using machine learning. This interdisciplinary project explores novel machine learning approaches to modelling physical activity data in preschool children. The approach taken is considered the future of physical activity assessment and is expected to substantially enhance the measurement of physical activity and the evidence base that informs strategies to improve population health through physical activity promotion. The project aims to transform the ....Modelling active play in preschool children using machine learning. This interdisciplinary project explores novel machine learning approaches to modelling physical activity data in preschool children. The approach taken is considered the future of physical activity assessment and is expected to substantially enhance the measurement of physical activity and the evidence base that informs strategies to improve population health through physical activity promotion. The project aims to transform the understanding of young children's physical activity behaviour, and is expected to have important implications for the design of accurate and effective technology-based physical activity monitoring and intervention applications that could be delivered through the e-health initiative in Australia.Read moreRead less
The role of intracellular calcium in fibre-type specific gene expression in skeletal muscle. Muscles contain different fibre types whose composition can be changed by activity. The aim of this proposal is to identify the intracellular mechanisms which control fibre type. Our hypothesis is that different patterns of intracellular calcium determine the pattern of gene expression which determines fibre type. Understanding how gene expression is regulated is a central issue in biology.
Intracellular calcium in intact muscle during fatigue and stretch-induced damage. Confocal microscopes can investigate intact tissues during normal function. We will develop and apply this novel approach to muscle. We expect this new approach to become a fundamental new tool for exploring muscle function under near normal conditions. Muscle pain and weakness are common disabilities in humans and we expect this new approach to provide insights into the causes and treatment of these common cond ....Intracellular calcium in intact muscle during fatigue and stretch-induced damage. Confocal microscopes can investigate intact tissues during normal function. We will develop and apply this novel approach to muscle. We expect this new approach to become a fundamental new tool for exploring muscle function under near normal conditions. Muscle pain and weakness are common disabilities in humans and we expect this new approach to provide insights into the causes and treatment of these common conditions.Read moreRead less