Discovery Early Career Researcher Award - Grant ID: DE240100168
Funder
Australian Research Council
Funding Amount
$413,847.00
Summary
Self-Supervised Sequential Biomedical Image-Omics. This project aims to develop a self-supervised sequential biomedical image-omics model to uncover the underlying biological processes e.g., normal or abnormal. Sequential biomedical images are state-of-the-art imaging modalities which allow to depict changes in progression to the human body. New self-supervised machine learning algorithms are proposed to derive features from heterogenous and unlabelled sequential images. These derived features w ....Self-Supervised Sequential Biomedical Image-Omics. This project aims to develop a self-supervised sequential biomedical image-omics model to uncover the underlying biological processes e.g., normal or abnormal. Sequential biomedical images are state-of-the-art imaging modalities which allow to depict changes in progression to the human body. New self-supervised machine learning algorithms are proposed to derive features from heterogenous and unlabelled sequential images. These derived features will then be used to characterise the morphological and functional changes, which provide opportunities to increase understanding of progression of diseases of individual subject. The outcome from this project will provide new insights into system biology with potential future benefits in healthcare.Read moreRead less
Supporting dynamic multidimensional entrepreneurial resilience in Australia. This project aims to model entrepreneurial resilience, its formation and its influence on how creative transformation occurs, and whether ex ante adaptive capacity is in turn enhanced by having mastered crises. The project proposes a theoretical model to holistically measure resilience across the life course. Using longitudinal data for self-employed individuals in Australia the project analyses the impact of crisis and ....Supporting dynamic multidimensional entrepreneurial resilience in Australia. This project aims to model entrepreneurial resilience, its formation and its influence on how creative transformation occurs, and whether ex ante adaptive capacity is in turn enhanced by having mastered crises. The project proposes a theoretical model to holistically measure resilience across the life course. Using longitudinal data for self-employed individuals in Australia the project analyses the impact of crisis and economic policy on entrepreneur’s behaviour and SMEs entry exit decisions. The project informs policy making through employing discrete choice experiments to elicit entrepreneur’s preferences for government policy and support post crisis. Read moreRead less
Improving the performance of Australian social insurance schemes. Applying methods from computational social science, this project aims to develop a novel, multi-level modeling framework to assist transport injury, workplace injury and disability insurance schemes consistently achieve and maintain standards of high performance as recognised by international benchmarks. By creating a virtual laboratory for policy-makers and scheme managers, it expects to generate a comprehensive understanding of ....Improving the performance of Australian social insurance schemes. Applying methods from computational social science, this project aims to develop a novel, multi-level modeling framework to assist transport injury, workplace injury and disability insurance schemes consistently achieve and maintain standards of high performance as recognised by international benchmarks. By creating a virtual laboratory for policy-makers and scheme managers, it expects to generate a comprehensive understanding of mechanisms driving insurance scheme performance, enabling comparison of anticipated outcomes in response to legislative changes, policy changes and management decisions. The project aims to help schemes avoid human and financial failure, benefitting people with injuries and disabilities while reducing scheme costs.Read moreRead less
Strengthening the evidence: how community-based Indigenous health and wellbeing interventions work to improve policy and practice. Indigenous Australians suffer high rates of premature morbidity and mortality. Despite the need for programs to improve Indigenous health and wellbeing, there is little evidence to indicate which community-based programs are effective and why they are effective. This research program addresses this 'need-evidence' gap to inform policy and practice.
Planning for a better life under the National Disability Insurance Scheme (NDIS). This project aims to analyse and define the experiences and expectations of people with disability in rural and remote regions. People accessing the National Disability Insurance Scheme (NDIS) are required to complete a personalised service plan, however despite these reforms, people in rural and remote communities currently experience many challenges with the scheme. Using qualitative research methods, the project ....Planning for a better life under the National Disability Insurance Scheme (NDIS). This project aims to analyse and define the experiences and expectations of people with disability in rural and remote regions. People accessing the National Disability Insurance Scheme (NDIS) are required to complete a personalised service plan, however despite these reforms, people in rural and remote communities currently experience many challenges with the scheme. Using qualitative research methods, the project will investigate people’s experiences engaging with Local Area Coordinators and Planners under the Rural and Remote Strategy 2016-2019 and Aboriginal and Torres Strait Islander Engagement Strategy. The project will provide significant outcomes for Aboriginal and non-Aboriginal people with disability in rural and remote areas, disability service providers, and government and non-government policy makers.Read moreRead less
Remote Aboriginal families and carers of children with disabilities. The project intends to explore the challenges that Aboriginal families who have children with disabilities experience when living in remote communities. Living in a community with family supports is important for the wellbeing, health and spirituality of Aboriginal people in the Ngaanyatjarra Pitjantjara Yankunytjatjara (NPY) lands. However, the NPY Women’s Council are concerned that this is a significant challenge for families ....Remote Aboriginal families and carers of children with disabilities. The project intends to explore the challenges that Aboriginal families who have children with disabilities experience when living in remote communities. Living in a community with family supports is important for the wellbeing, health and spirituality of Aboriginal people in the Ngaanyatjarra Pitjantjara Yankunytjatjara (NPY) lands. However, the NPY Women’s Council are concerned that this is a significant challenge for families and carers of children with disabilities. Project results will be used to propose models for supporting children with disabilities and their families and caregivers to live good lives in their communities. The outcomes are expected to inform service redesign to allow Aboriginal people to fully benefit from the National Disability Insurance Scheme.Read moreRead less
Examination of the integration and diffusion of Aboriginal voices in public health collaboratives. Does the integration of Aboriginal voices in governance processes of public health collaboratives influence equity of access in service delivery? Improving access to services is a key priority in order to improve the wellbeing of Aboriginal people. However there is no rigorous scientific evidence base driving current integration reforms. This project will use innovative methodologies (mathematical, ....Examination of the integration and diffusion of Aboriginal voices in public health collaboratives. Does the integration of Aboriginal voices in governance processes of public health collaboratives influence equity of access in service delivery? Improving access to services is a key priority in order to improve the wellbeing of Aboriginal people. However there is no rigorous scientific evidence base driving current integration reforms. This project will use innovative methodologies (mathematical, visual, and vocal) which will lead to a performance indicator framework of the relationships between integration, collaboration, equity and access to services within a social model of health. This is a way to move from assessments of Aboriginal participation processes as 'bad, poor and no' to 'good, green and go'.Read moreRead less
Fostering Aboriginal sexual well-being by building on strengths. This project aims to use a strengths-based approach to examine how Aboriginal young people draw on social, cultural and personal resources to build their sexual well-being. Many Aboriginal Australians see strengths approaches as essential to addressing disadvantage. However, to date they have not been widely used to address the significant sexual health inequalities experienced by Aboriginal young people. The project will create ne ....Fostering Aboriginal sexual well-being by building on strengths. This project aims to use a strengths-based approach to examine how Aboriginal young people draw on social, cultural and personal resources to build their sexual well-being. Many Aboriginal Australians see strengths approaches as essential to addressing disadvantage. However, to date they have not been widely used to address the significant sexual health inequalities experienced by Aboriginal young people. The project will create new knowledge about ‘what works’ in supporting the sexual well-being of Aboriginal young people, that has relevance to a broad range of disciplines beyond the area of health and well-being.Read moreRead less
The impact and cost of short-term health staffing in remote communities. This project aims to examine the impact of the increasing levels of short-term health staffing in remote communities upon service acceptability to patients, workload and attitudes of long-term resident primary health care staff, and the effectiveness and cost of health services. There is a dearth of information about this 'fly in/fly out' (FIFO) workforce in remote communities, which have the worst health outcomes in the co ....The impact and cost of short-term health staffing in remote communities. This project aims to examine the impact of the increasing levels of short-term health staffing in remote communities upon service acceptability to patients, workload and attitudes of long-term resident primary health care staff, and the effectiveness and cost of health services. There is a dearth of information about this 'fly in/fly out' (FIFO) workforce in remote communities, which have the worst health outcomes in the country. The project aims to inform consumers, health practitioners, health service planners and policy-makers about the impact of FIFO, as well as to contribute to the development of strategies designed to stabilise the remote health workforce.Read moreRead less
Staffing practices in Aboriginal primary health care services. This project aims to generate new knowledge about the impact of short-term staffing in remote Aboriginal Community Controlled Health Services on service acceptability to patients, workload and attitudes of long-term staff and the effectiveness and cost of services. The project intends to compare these results to recent findings about the impact of short-term staffing in government-run clinics, in order to quantify and describe the po ....Staffing practices in Aboriginal primary health care services. This project aims to generate new knowledge about the impact of short-term staffing in remote Aboriginal Community Controlled Health Services on service acceptability to patients, workload and attitudes of long-term staff and the effectiveness and cost of services. The project intends to compare these results to recent findings about the impact of short-term staffing in government-run clinics, in order to quantify and describe the potential positive effect of community control. Expected outcomes include rigorous evidence about the 'fly in/fly out' workforce and the impact of community control which can inform new policy that will stabilise the remote health workforce, save money and contribute to 'closing the gap' in health outcomes.Read moreRead less