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
Multiliteracy testing: a criterion-referenced tool to assess secondary students’ multiliteracy learning within a technology-rich, multimodal domain. Evidence shows that while multimodal learning in schools is occurring, a valid measurement and diagnostic tool to provide reliable scores and accurate diagnostic information does not exist. This project aims to develop a criterion-referenced tool to measure students' multiliteracy learning within technology-rich, multimodal domains.
International collaboration in teaching and learning of Einsteinian physics. Following a previous project that showed that it is possible and beneficial to teach the modern Einsteinian paradigm of space, time, matter, light and gravity to students as young as 8 years old, this project aims to test and evaluate a seamless progression of learning modern physics through primary and secondary school. It will sequence, integrate and test research-informed teaching and learning materials, and assessme ....International collaboration in teaching and learning of Einsteinian physics. Following a previous project that showed that it is possible and beneficial to teach the modern Einsteinian paradigm of space, time, matter, light and gravity to students as young as 8 years old, this project aims to test and evaluate a seamless progression of learning modern physics through primary and secondary school. It will sequence, integrate and test research-informed teaching and learning materials, and assessment instruments developed through a 7-nation collaboration. Research across 24 schools will be reviewed by a panel drawn from professional organisations and curriculum authorities, and learning resources will be widely disseminated, with view to worldwide introduction of Einsteinian science at school.Read moreRead less
Community-based STEM professional learning for teachers of middle years. This project aims to develop a novel community-based program that focuses on a museum-based, teacher professional development program which is based awareness and performance of middle year students in School Science, Technology, Engineering and Mathematics (STEM) education. Improving STEM workforce readiness is critical to producing a more creative society and a leading, dynamic economy. Building STEM education capacity th ....Community-based STEM professional learning for teachers of middle years. This project aims to develop a novel community-based program that focuses on a museum-based, teacher professional development program which is based awareness and performance of middle year students in School Science, Technology, Engineering and Mathematics (STEM) education. Improving STEM workforce readiness is critical to producing a more creative society and a leading, dynamic economy. Building STEM education capacity through access to professional learning and museum and STEM professional community resources is critically important for improving students’ proficiencies, attitudes, and interest in STEM. The project outcome will be to develop a STEM professional learning model that can be used to create a more skilled and educated STEM workforce. 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
A RCT of an education reengagement program for at-risk youth. A RCT of an education reengagement program for at-risk youth. This project aims to determine the best and most cost-effective way to help 12–15 year olds re-engage with school when they become at-risk for dropping out, by conducting a gold-standard randomized-control trial. 20% of Australians fail to attain a Year 12 or equivalent certificate, often for preventable reasons. Dropouts are more likely to be unemployed, have psychological ....A RCT of an education reengagement program for at-risk youth. A RCT of an education reengagement program for at-risk youth. This project aims to determine the best and most cost-effective way to help 12–15 year olds re-engage with school when they become at-risk for dropping out, by conducting a gold-standard randomized-control trial. 20% of Australians fail to attain a Year 12 or equivalent certificate, often for preventable reasons. Dropouts are more likely to be unemployed, have psychological, social, and health problems, and end up in prison. This project could influence implementation of programmes and policy related to youth dropout, promote youth economic, social and physical wellbeing, and decrease their chance of committing crimes and becoming a social burden.Read moreRead less
Literacy Instruction for Children with Autism. There is a social and economic imperative to assist all individuals to reach their full potential with regard to literacy skills. The central goal of the proposed research is to develop and evaluate new ways to support comprehensive literacy instruction for children with autism spectrum disorder (ASD). Following our world-first pilot research, we will investigate the efficacy of the ABRACADABRA literacy instruction program delivered in small groups ....Literacy Instruction for Children with Autism. There is a social and economic imperative to assist all individuals to reach their full potential with regard to literacy skills. The central goal of the proposed research is to develop and evaluate new ways to support comprehensive literacy instruction for children with autism spectrum disorder (ASD). Following our world-first pilot research, we will investigate the efficacy of the ABRACADABRA literacy instruction program delivered in small groups of children with ASD supplemented by a novel parent-child shared book reading program. Immediate outcomes extend beyond advances in the science of reading to upskilling parents and professionals who support children with ASD, and provision of tangible life-long benefits for individuals with ASD.Read moreRead less
From economic benefit to social cost: Antecedents of irresponsible gambling. The social impact of gambling is a challenge for policy-makers. Australia's gambling expenditure in 2001 contributed $4.4 billion in tax revenue. This economic benefit however, is offset by significant social costs ($1.8 to $5.6 billion). We will identify when and how distorted memory for previous gambling outcomes and gaming machine accessibility can cause irresponsible gambling. The results can be used to make informe ....From economic benefit to social cost: Antecedents of irresponsible gambling. The social impact of gambling is a challenge for policy-makers. Australia's gambling expenditure in 2001 contributed $4.4 billion in tax revenue. This economic benefit however, is offset by significant social costs ($1.8 to $5.6 billion). We will identify when and how distorted memory for previous gambling outcomes and gaming machine accessibility can cause irresponsible gambling. The results can be used to make informed assessments of the social impact of increasing the accessibility of gambling opportunities on local communities. The results can also be used to understand how gambling that contributes to the economy of a community becomes a social cost.Read moreRead less
Executive functioning, gender, age and medication as predictors of developmental well-being among students with ADHD. This study constructs social-cognitive phenotypes of ADHD, evaluates mental health and investigates ADHD student perceptions of classroom environment and achievement in science as functions of executive functioning, gender, age and medication. The effect of standard psychostimulant intervention and a novel nonpsychostimulant option on executive function, developmental and educati ....Executive functioning, gender, age and medication as predictors of developmental well-being among students with ADHD. This study constructs social-cognitive phenotypes of ADHD, evaluates mental health and investigates ADHD student perceptions of classroom environment and achievement in science as functions of executive functioning, gender, age and medication. The effect of standard psychostimulant intervention and a novel nonpsychostimulant option on executive function, developmental and educational outcomes will be investigated. The expected outcomes will inform more effective teacher professional development, and reduce school problems associated with psychostimulant medication and its illicit distribution by students. The linkage of health and education partners meets a nationally identified need for more effective collaboration to improve education outcomes for ADHD students.Read moreRead less