Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques ....Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques that use large amounts of unlabeled data to enhance performance. Our design takes advantage of additional information available for marine imagery such as geolocation and remote sensing context. We will explore how these representations can guide additional sampling and improve performance in classification tasks.Read moreRead less
Building a bridge into preschool in remote Northern Territory communities. The focus of this project is the engagement of remote Indigenous children and families in a culturally appropriate, evidence-based early childhood education and care program that provides an opportunity to close the gap between Indigenous and non-Indigenous school achievement.
Improving regional secondary students' learning and well-being. Given the academic under-performance and lower life opportunities of Australian regional and rural students compared to their metropolitan counterparts, this research has the potential to make a significant social, cultural and economic contribution to the community. This research will be useful in developing an evidence-based framework to guide policy and practice in implementing an effective systematic approach to regional educati ....Improving regional secondary students' learning and well-being. Given the academic under-performance and lower life opportunities of Australian regional and rural students compared to their metropolitan counterparts, this research has the potential to make a significant social, cultural and economic contribution to the community. This research will be useful in developing an evidence-based framework to guide policy and practice in implementing an effective systematic approach to regional education and, where appropriate, other contexts. The research's economic benefit centres on gains for individuals, local communities, and the nation in enhancing regional students' academic achievements, sense of well-being and aspirations; leading to more productive citizens.Read moreRead less
Realising the Potential of Australia’s High Capacity Students. This project aims to investigate factors that contribute to high capacity students failing to improve in literacy, numeracy and problem solving compared with their lower capacity peers. The project aims to focus on protective factors that might mitigate against this negative association between capacity and achievement. The study and method extends previous research the influence of evidence-based decisions by collaborative teacher t ....Realising the Potential of Australia’s High Capacity Students. This project aims to investigate factors that contribute to high capacity students failing to improve in literacy, numeracy and problem solving compared with their lower capacity peers. The project aims to focus on protective factors that might mitigate against this negative association between capacity and achievement. The study and method extends previous research the influence of evidence-based decisions by collaborative teacher teams on student achievement. In partnership with the Victorian Department of Education and Early Childhood Development, this project seeks to identify ways that will enable systems of education to realise the learning potential of all students.Read moreRead less
Building executive function in imaginary play. This project aims to develop a sustainable, play-based program to increase the executive functions of children in the year prior to school. Executive functions (EF) are cognitive processes that control an individual’s behaviour and cognition and include processes such as working memory, inhibitory control and attention. There is evidence that EF skills are critical to a successful transition to formal learning environments and future academic achiev ....Building executive function in imaginary play. This project aims to develop a sustainable, play-based program to increase the executive functions of children in the year prior to school. Executive functions (EF) are cognitive processes that control an individual’s behaviour and cognition and include processes such as working memory, inhibitory control and attention. There is evidence that EF skills are critical to a successful transition to formal learning environments and future academic achievement, and that they are amenable to early intervention. Improving children’s EF skills in the year prior to school could produce lasting benefits across the school years, particularly for more vulnerable children. This project intends to inform professional development programs in early childhood education.Read moreRead less
Influence of athletic footwear on lower limb biomechanics of pubertal girls. This project aims to determine whether athletic footwear with appropriate design features can help improve neuromuscular control and, in doing so, reduce the potentially deleterious forces on the knee and lower limb structures of pubertal girls. As girls reach puberty, they become less able to control the movement patterns of their lower limbs, particularly in high-demand tasks like running and jumping. Better-designed ....Influence of athletic footwear on lower limb biomechanics of pubertal girls. This project aims to determine whether athletic footwear with appropriate design features can help improve neuromuscular control and, in doing so, reduce the potentially deleterious forces on the knee and lower limb structures of pubertal girls. As girls reach puberty, they become less able to control the movement patterns of their lower limbs, particularly in high-demand tasks like running and jumping. Better-designed footwear for pubertal girls may improve movement patterns, decrease the likelihood of musculoskeletal injury and improve physical activity participation rates. Project outcomes may lead to the development of such footwear, and are also anticipated to expand our understanding of female developmental biomechanics.Read moreRead less
Athletic footwear for reducing knee loads in girls and women. This project aims to develop a novel athletic shoe that can reduce harmful knee loads during sport in adolescent girls and young women. As girls reach puberty, they become less able to control the movement patterns of their knees and lower limbs - particularly in high-demand tasks like jumping. The project will develop a new ASICS shoe that will be ‘field-tested’ during sporting activity with high ACL injury risk (netball) to evaluate ....Athletic footwear for reducing knee loads in girls and women. This project aims to develop a novel athletic shoe that can reduce harmful knee loads during sport in adolescent girls and young women. As girls reach puberty, they become less able to control the movement patterns of their knees and lower limbs - particularly in high-demand tasks like jumping. The project will develop a new ASICS shoe that will be ‘field-tested’ during sporting activity with high ACL injury risk (netball) to evaluate its effect on tibial shock (in-field surrogate measure of knee load) and player comfort compared to a conventional shoe. Expected outcomes include reduced healthcare costs associated with the treatment of serious knee injury, including surgical reconstruction and early-onset knee osteoarthritis.Read moreRead less
Improving Regional Low SES Students' Learning and Wellbeing. This study aims to address the learning and wellbeing needs of over 7000 predominantly low socio-economic status students in regional Australia by researching the conditions that enable refinement and extension of a successful curricular and wellbeing program. The current low educational performance of this student cohort has significant negative effects on individual employment prospects and broader national productivity. Their under- ....Improving Regional Low SES Students' Learning and Wellbeing. This study aims to address the learning and wellbeing needs of over 7000 predominantly low socio-economic status students in regional Australia by researching the conditions that enable refinement and extension of a successful curricular and wellbeing program. The current low educational performance of this student cohort has significant negative effects on individual employment prospects and broader national productivity. Their under-achievement and disengagement from schooling also contribute to many antisocial, harmful short-and long-term outcomes for individuals, with significant health and other costs to the broader community. Outcomes from the project have the potential to improve these current outcomes and to be applicable to similar settings.Read moreRead less
Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will includ ....Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will include an inclusive learning spaces design framework. This is expected to benefit all students' access and meaningful involvement in learning through the development of more inclusive learning spaces. The research is significant because it integrates previously dissociated knowledge from architecture, education and health.Read moreRead less
The measurement and prediction of police interviewing performance and the dissemination of good practice through a distributive workplace learning system. This research aims to develop the first ever standardised measures of police interviewers' performance, focusing on interviews about sexual offences. Standardised measures are essential for quality control evaluation, identifying training needs, assigning workload, predicting case outcome and benchmarking organisation capabilities. By improvin ....The measurement and prediction of police interviewing performance and the dissemination of good practice through a distributive workplace learning system. This research aims to develop the first ever standardised measures of police interviewers' performance, focusing on interviews about sexual offences. Standardised measures are essential for quality control evaluation, identifying training needs, assigning workload, predicting case outcome and benchmarking organisation capabilities. By improving the quality of police interviews about sexual offences, this research will improve the reporting, prosecution and conviction rates of sexual offences, which will have a deterrent effect on potential offenders. Further, this research will reduce the stress of witnesses and suspects involved in the legal process and reduce burnout of police interviewers by increasing competency and job satisfaction.Read moreRead less