Developing Interpretable Machine Learning Models For Clinical Imaging And Single-cell Genomics
Funder
National Health and Medical Research Council
Funding Amount
$1,312,250.00
Summary
Machine learning methods will be vital to make best use of the deluge of data generated by high-throughput technologies in biomedical science. To get the most out of these models, however, we need to be able to unpack the 'black box'. I will use curated clinical and public research data to benchmark and develop interpretable deep learning models and software tools. These models will be used for breast cancer screening programs and for analysis of complex, large-scale single-cell genomics data.
REACH: Randomised Trial Of EArly Rehabilitation In Congenital Hemiplegia
Funder
National Health and Medical Research Council
Funding Amount
$972,777.00
Summary
Infants with asymmetric brain lesions are at high risk of congenital hemiplegia. This study compares modified CIMT to an equal dose of bimanual training in 150 infants recruited at 3-6 months. Both therapies will be parent-delivered supported by experienced clinicians. Outcomes include use of the impaired hand in bimanual tasks, cognitive and motor development at 12 and 24 months c.a. with measures of neural structure and functional connectivity at 24 months. Early interventions that attenuate
A Pedagogy for Multiliteracies with Information and Communication Technologies in Early Childhood Education. The goal of this project is to determine the most effective pedagogy for the use of ICT in Australian early childhood education. The research is essential in order to plan for a world-class educational future for young Australians. A collaborative action-research program will be undertaken by three leading academics in association with a network of thirty-six teachers in three states. Thi ....A Pedagogy for Multiliteracies with Information and Communication Technologies in Early Childhood Education. The goal of this project is to determine the most effective pedagogy for the use of ICT in Australian early childhood education. The research is essential in order to plan for a world-class educational future for young Australians. A collaborative action-research program will be undertaken by three leading academics in association with a network of thirty-six teachers in three states. This innovative research approach is based on a multiliteracies framework. The project will investigate how ICT can best be used for enhancing children's learning and identify specific ways in which teachers can develop multiliteracies in early childhood education environments. Read moreRead less
Better Planning for and Managing Asymmetric Threats to Australia's Security: Applying the Field Anomaly Relaxation (FAR) Systems Thinking Approach. Despite an enviable national security condition, Australia is at risk in an information-abundant world that increasingly spawns asymmetric threats such as information terrorism. What is needed are enhanced strategic and operational structures to improve the nation's security and ensure sound futures planning. This research focuses on applying the Fie ....Better Planning for and Managing Asymmetric Threats to Australia's Security: Applying the Field Anomaly Relaxation (FAR) Systems Thinking Approach. Despite an enviable national security condition, Australia is at risk in an information-abundant world that increasingly spawns asymmetric threats such as information terrorism. What is needed are enhanced strategic and operational structures to improve the nation's security and ensure sound futures planning. This research focuses on applying the Field Anomaly Relaxation (FAR) systems thinking approach to asymmetric information warfare threats to Australia. This is a new approach previously developed by ECU researchers investigating risk and innovation in the armed forces. It will now be extended to improve professional practice and the knowledge and skill base of Australia's information defence practitioners.Read moreRead less
Australasian Cerebral Palsy Clinical Trials Network (AusCP-CTN): Optimising Interventions And Effective Services For Children With Cerebral Palsy
Funder
National Health and Medical Research Council
Funding Amount
$2,499,287.00
Summary
Cerebral Palsy (CP) is common and disability can be progressive so the heathcare burden is immense (0.14% GDP). Our Clinical trials network will improve early detection and develop new interventions to improve physical, cognitive and health outcomes for children with CP and their families. Recruitment from the national CP Register will address clinically important questions and test implementation of effective treatments. New Clinical Practice Guidelines will ensure translation internationally.
Cost effective smart identification of early attentional problems associated with literacy and numeracy indicators in preschool children. The benefits of this project are improved early identification of children at-risk of failure, and initiation of a significant longitudinal Australian educational database. Identifying children with emergent learning problems will promote interventions to improve achievement leading to a more productive adult life. The development and administration of screeni ....Cost effective smart identification of early attentional problems associated with literacy and numeracy indicators in preschool children. The benefits of this project are improved early identification of children at-risk of failure, and initiation of a significant longitudinal Australian educational database. Identifying children with emergent learning problems will promote interventions to improve achievement leading to a more productive adult life. The development and administration of screening procedures with software distributed to schools and analysed with increasing power as the database expands, will enable the predictive validity of the process to be examined re-iteratively. The generated longitudinal student databases will have the potential to track both detection and intervention effectiveness, and become a national research asset.Read moreRead less
Understanding and Costing Offending Trajectories: Creating an Evidence-Base for Targeting Crime Prevention. The research will provide an evidence-base for targeting diversionary and crime prevention programs and for assessing their cost-effectiveness. Many of these programs have resulted in a range of beneficial outcomes and they are receiving increased government funding. By providing a better understanding of offending pathways, the research will enable programs to be targeted towards particul ....Understanding and Costing Offending Trajectories: Creating an Evidence-Base for Targeting Crime Prevention. The research will provide an evidence-base for targeting diversionary and crime prevention programs and for assessing their cost-effectiveness. Many of these programs have resulted in a range of beneficial outcomes and they are receiving increased government funding. By providing a better understanding of offending pathways, the research will enable programs to be targeted towards particular at-risk groups at crucial developmental phases. The innovative longitudinal costing method that will be developed and applied in the Queensland context will enable an assessment of the cost-effectiveness of diversionary and crime prevention programs. This will provide a sound empirical basis for directing scarce government resources.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE150100731
Funder
Australian Research Council
Funding Amount
$361,744.00
Summary
Contextual supports for the early development of self-regulated learning. How do young children develop critical learning behaviours that are the key for their future academic success? What kinds of environments support this development? This project aims to answer these questions by investigating the development of regulatory behaviours (with a specific focus on self-regulated learning) during the first two years of schooling, and identifying critical contextual variables at home and at school ....Contextual supports for the early development of self-regulated learning. How do young children develop critical learning behaviours that are the key for their future academic success? What kinds of environments support this development? This project aims to answer these questions by investigating the development of regulatory behaviours (with a specific focus on self-regulated learning) during the first two years of schooling, and identifying critical contextual variables at home and at school impacting on this development. Findings from this research will provide crucial information for the design of family and practitioner-based interventions helping to improve the educational outcomes of young Australians.Read moreRead less
Parents as Partners: Getting children off to a healthy start in literacy. Our nation is best served by children getting off to a healthy start in literacy. However, almost one in six children fails to do so. This group has reduced academic and vocational options, increased social, emotional and mental health problems, higher youth unemployment, and is significantly over-represented among offenders. The nation bears the costs of these problems through reduced productivity and expenditure on unemp ....Parents as Partners: Getting children off to a healthy start in literacy. Our nation is best served by children getting off to a healthy start in literacy. However, almost one in six children fails to do so. This group has reduced academic and vocational options, increased social, emotional and mental health problems, higher youth unemployment, and is significantly over-represented among offenders. The nation bears the costs of these problems through reduced productivity and expenditure on unemployment benefits, social programs, mental health services, and incarceration. This project targets both these sources of loss to the nation by utilising a hitherto untapped community resource: Training parents of preschoolers to develop critical pre-literacy skills in their children at home before they begin to fail. Read moreRead less
Enhancing the content and experience of Interactive Childrens Television. Interactive television (iTV) as a participatory, on-demand communication provides a unique opportunity to significantly engage, entertain and educate preschool children. Through considerable industry partner collaboration and participation, this project will evaluate three distinct interactive options produced from selected children's television programs with proven success in Australia. Usability studies employing a vari ....Enhancing the content and experience of Interactive Childrens Television. Interactive television (iTV) as a participatory, on-demand communication provides a unique opportunity to significantly engage, entertain and educate preschool children. Through considerable industry partner collaboration and participation, this project will evaluate three distinct interactive options produced from selected children's television programs with proven success in Australia. Usability studies employing a variety of surveillance techniques will evaluate content design and user response. Children's viewing habits will be evaluated within a social context (the home) and a mobile lab setting using qualitative and quantitative assessment. The results will identify effective ways to produce meaningful interactivity and will encourage future industry based research.Read moreRead less