COVID-19, health and labour market marginalisation . This project aims to investigate the impact of the COVID-19 pandemic on labour market marginalisation in Australia. It seeks to generate new insights about whether the global economic shock had a disproportionately negative effect on the employment circumstances of working-age Australians with mental health and musculoskeletal/pain conditions, which are the leading causes of disability in Australia. The expected outcomes of this project includ ....COVID-19, health and labour market marginalisation . This project aims to investigate the impact of the COVID-19 pandemic on labour market marginalisation in Australia. It seeks to generate new insights about whether the global economic shock had a disproportionately negative effect on the employment circumstances of working-age Australians with mental health and musculoskeletal/pain conditions, which are the leading causes of disability in Australia. The expected outcomes of this project include improved policy responses to direct effective support and assistance to those with the greatest need, and new resources for the research community. This should lead to significant benefits through reduced inequalities and improved social, economic and workforce outcomes for vulnerable Australians.Read moreRead less
Revisiting the 'Fourth Age': health, socioeconomic and cultural transformation of, and diversity in, Australia's oldest old population, 1981-2011. The oldest-old (those aged 85 years and over) is the fastest growing segment of the Australian population, and the changing make-up and experiences of this group needs attention. This project will expand our knowledge base about Australia's oldest old, helping to inform public policy and to improve discussions on what the 'Fourth Age' really means in ....Revisiting the 'Fourth Age': health, socioeconomic and cultural transformation of, and diversity in, Australia's oldest old population, 1981-2011. The oldest-old (those aged 85 years and over) is the fastest growing segment of the Australian population, and the changing make-up and experiences of this group needs attention. This project will expand our knowledge base about Australia's oldest old, helping to inform public policy and to improve discussions on what the 'Fourth Age' really means in Australia.Read moreRead less
Welfare reform and welfare stigma : scroungers, slackers and bludgers? This project aims to build an evidence base of the prevalence, causes and consequences of welfare stigma in Australia. Welfare policies and proposed reforms aim to reduce welfare expenditure, increase workforce participation, and promote personal and family wellbeing. However, stigmatising attitudes and discrimination towards those receiving welfare benefits may undermine these policy goals: reducing employment opportunities ....Welfare reform and welfare stigma : scroungers, slackers and bludgers? This project aims to build an evidence base of the prevalence, causes and consequences of welfare stigma in Australia. Welfare policies and proposed reforms aim to reduce welfare expenditure, increase workforce participation, and promote personal and family wellbeing. However, stigmatising attitudes and discrimination towards those receiving welfare benefits may undermine these policy goals: reducing employment opportunities and causing poorer health and wellbeing. Through innovative experimental studies, the project plans to identify ways in which welfare policy can minimise stigma and promote employment. Project outcomes may provide an evidence base for the design of more effective welfare policy.Read moreRead less
Meeting the needs of older persons in Indonesia. The project aims to identify the needs of older people in rural Indonesia for income, housing, health, daily care and social interaction and the extent to which their needs are met. It also considers the efficacy of existing policy programs and how these might be improved. Today, there are 22 million Indonesians aged 60 years and over, projected to rise to 48 million by 2035. Millions of older people live in rural areas from which younger people h ....Meeting the needs of older persons in Indonesia. The project aims to identify the needs of older people in rural Indonesia for income, housing, health, daily care and social interaction and the extent to which their needs are met. It also considers the efficacy of existing policy programs and how these might be improved. Today, there are 22 million Indonesians aged 60 years and over, projected to rise to 48 million by 2035. Millions of older people live in rural areas from which younger people have moved to the rapidly growing cities. This presents challenges for the traditional family-based aged care system in Indonesia. It is expected that findings from the study will be published in a series of policy papers to be presented in the Indonesian National Development Planning Board.Read moreRead less
MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) ne ....MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) new methods for susceptibility diagnosis, 3) new defences that leverage privacy and utility. Data-oriented services are estimated to be valuable assets in the future. These techniques can help Australia gain cutting edge advantage in machine learning security and privacy and protect its intellectual property on these services.Read moreRead less
DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting th ....DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting the attractiveness and evolving the system. The project expects to advance deep learning and yield novel DeepHoney technologies with associated publications and open-source software. This should benefit science, society, and the economy by building the next generation of active cyber defence systems. Read moreRead less
Conditional welfare: A comparative case study of income management policies. Using an innovative methodology that incorporates a cross-national comparison of policy design and practice, this project aims to explore the effects of income management policies. The research will provide new insights into compulsory income management in Australia, and its more recent introduction in New Zealand. The expected outcomes will provide benefits, such as a richer understanding of human agency, autonomy and ....Conditional welfare: A comparative case study of income management policies. Using an innovative methodology that incorporates a cross-national comparison of policy design and practice, this project aims to explore the effects of income management policies. The research will provide new insights into compulsory income management in Australia, and its more recent introduction in New Zealand. The expected outcomes will provide benefits, such as a richer understanding of human agency, autonomy and social identity in the context of social policy.Read moreRead less
Improving neuronal cell function with cell permeable copper complexes. Metal-based drugs offer an exciting new approach to treatment of neurodegeneration. However, little is known about how cells metabolise these drugs and this information is critical for further drug development. This project will determine how metal-based drugs are metabolised by neuronal cells and how this may result in therapeutic benefit.
Electrical properties of human dendrites. This project aims to determine the electrical properties of dendrites in human neurons. Dendrites are the primary site of synaptic input to neurons and their electrical properties play a key role in information processing in the brain. While we know much about the electrical properties of dendrites in other species, primarily rodents, little is known about the electrical properties of human dendrites. This project aims to address this gap in knowledge fo ....Electrical properties of human dendrites. This project aims to determine the electrical properties of dendrites in human neurons. Dendrites are the primary site of synaptic input to neurons and their electrical properties play a key role in information processing in the brain. While we know much about the electrical properties of dendrites in other species, primarily rodents, little is known about the electrical properties of human dendrites. This project aims to address this gap in knowledge for the first time. The results obtained will shed light on the mechanisms the brain uses to process information, and therefore will bring us a step closer to truly understanding ourselves.Read moreRead less
Resolving the Structures of Human Muscarinic M1 and M4 Receptors. Muscarinic receptors are vital for most basic human brain functions. These receptors are changed in schizophrenia and Alzheimer's disease. This project will determine the structure and localisation of two of these receptors in order to i) understand their roles in brain disorders and ii) develop drugs to treat disorders involving them.