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.
Improving Stroke Outcomes: Attenuating Progression And Recurrence
Funder
National Health and Medical Research Council
Funding Amount
$9,331,996.00
Summary
Stroke is the second most common cause of death and major cause disability. There are few proven interventions, so we need to introduce new ones. We developed a bench to bedside program to introduce new stroke therapies and its early secondary prevention. Our general goal is to provide evidence for their effectiveness and safety. We will use animal stroke models, markers in the blood to help diagnose and predict stroke outcome and imaging to help select patients for several clinical trials.
Centre Of Research Excellence On Sitting Time And Chronic Disease Prevention – Mechanisms, Measurement And Interventions
Funder
National Health and Medical Research Council
Funding Amount
$2,657,874.00
Summary
Australian research has identified serious health consequences arising from the 7 to 10 hours of daily sitting that most people do, especially in relation to ‘diseases of inactivity’ – type 2 diabetes, coronary heart disease and breast and colon cancer – that are an unwelcome burden on individuals, families and health systems. This new research examines the practical feasibility and the preventive-health benefits of changing children’s and adults’ sitting time in schools, workplaces and the home ....Australian research has identified serious health consequences arising from the 7 to 10 hours of daily sitting that most people do, especially in relation to ‘diseases of inactivity’ – type 2 diabetes, coronary heart disease and breast and colon cancer – that are an unwelcome burden on individuals, families and health systems. This new research examines the practical feasibility and the preventive-health benefits of changing children’s and adults’ sitting time in schools, workplaces and the home environment.Read moreRead less
Workplace Interventions To Reduce The Cost Of Neck Problems In Office Personnel
Funder
National Health and Medical Research Council
Funding Amount
$660,834.00
Summary
Neck pain in office workers is a major burden in industry in terms of lost productivity and personal suffering. This research will evaluate a novel intervention for the prevention and management of neck pain in computer users. The impact and value of neck specific exercises and best practice office ergonomics will be evaluated from the employers (productivity loss) and workers perspective (severity of neck pain). The findings will directly benefit future management of this significant health iss ....Neck pain in office workers is a major burden in industry in terms of lost productivity and personal suffering. This research will evaluate a novel intervention for the prevention and management of neck pain in computer users. The impact and value of neck specific exercises and best practice office ergonomics will be evaluated from the employers (productivity loss) and workers perspective (severity of neck pain). The findings will directly benefit future management of this significant health issue.Read moreRead less
Innovative Health Programs To Reduce Inequality In Heart Disease
Funder
National Health and Medical Research Council
Funding Amount
$876,005.00
Summary
As part of his Senior NHMRC Fellowship, Prof Simon Stewart, a world-renowned health services researcher, will lead an internationally linked team of researchers from a broad range of health disciplines to undertake a program of research designed to improve the lives of those most vulnerable to heart disease and poor health outcomes. His program of research will focus on Indigenous Australians, patients with complex forms of heart disease and urban African communities in economic transition.
Connectivity and movements of large pelagic species of ecotourism value. The project aims to answer key questions about the biology, ecology and sustainability of the world’s manta ray species to provide the information and tools for management and conservation of these charismatic and valuable species. In particular, the project aims to determine the likely impact of climate variability and fisheries that operate to Australia’s north on manta-based ecotourism in the Indo-Pacific region, as clim ....Connectivity and movements of large pelagic species of ecotourism value. The project aims to answer key questions about the biology, ecology and sustainability of the world’s manta ray species to provide the information and tools for management and conservation of these charismatic and valuable species. In particular, the project aims to determine the likely impact of climate variability and fisheries that operate to Australia’s north on manta-based ecotourism in the Indo-Pacific region, as climate change and active low-value fisheries may both jeopardise a high-value ecotourism industry. The project seeks to explore geographic distributions, local and large-scale movements, population sizes, structure, and inter-connectivity in the region to assess the effect of climate and fisheries on manta ray populations.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE240100084
Funder
Australian Research Council
Funding Amount
$950,000.00
Summary
Australia’s fuel cells and electrolysers prototyping and testing facility. This project aims to address a major gap in Australian infrastructure for researching and developing technologies for Power to X, including hydrogen production and use. The aspiration is to establish an integrated fuel cell and electrolyser prototyping and testing facility to support Australia’s excellent fundamental research in advanced energy materials, electrocatalysis, and engineering design. The aim is to equip the r ....Australia’s fuel cells and electrolysers prototyping and testing facility. This project aims to address a major gap in Australian infrastructure for researching and developing technologies for Power to X, including hydrogen production and use. The aspiration is to establish an integrated fuel cell and electrolyser prototyping and testing facility to support Australia’s excellent fundamental research in advanced energy materials, electrocatalysis, and engineering design. The aim is to equip the research community with the capability to fabricate electrolyser and fuel cell prototypes at relevant scales to accelerate translational research in these areas. Doing so will also enable the technical and expertise platform needed to support industry's transition toward Australia’s 2050 net zero objective.Read moreRead less
A molecular ecophysiological assessment of the importance of using local provenance seed in plant biodiversity restoration. The rehabilitation of Australia's unique plant diversity, following disturbance, is an increasingly important activity nationally, involving industry, government and community. The use of local seeds is recognised as best practise, but how local is local? We will use molecular tools to identify the extent of local seed transfer zones, conduct trials to assess the relative ....A molecular ecophysiological assessment of the importance of using local provenance seed in plant biodiversity restoration. The rehabilitation of Australia's unique plant diversity, following disturbance, is an increasingly important activity nationally, involving industry, government and community. The use of local seeds is recognised as best practise, but how local is local? We will use molecular tools to identify the extent of local seed transfer zones, conduct trials to assess the relative performance of local and non-local seeds (is there a home-site advantage?), and assess the consequences of mixing provenances for future generations. We will work closely with industry and community restoration practitioners to improve the effectiveness of restoration, with benefits flowing nationally through general provenance guidelines.Read moreRead less
Hydrogen carbon waste into concrete: AI assisted nanoscience approach. The carbon waste from hydrogen production will be converted into carbon nanosheets on abundant construction materials for the creation of stronger and more durable concrete. Cutting-edge nanoscience-based experiments, as well as sophisticated modelling techniques including machine learning and finite element modelling, will be employed. The findings will drive advances in clean hydrogen production, carbon waste utilisation, c ....Hydrogen carbon waste into concrete: AI assisted nanoscience approach. The carbon waste from hydrogen production will be converted into carbon nanosheets on abundant construction materials for the creation of stronger and more durable concrete. Cutting-edge nanoscience-based experiments, as well as sophisticated modelling techniques including machine learning and finite element modelling, will be employed. The findings will drive advances in clean hydrogen production, carbon waste utilisation, cement hydration, nanotechnology and concrete technology for the next generation of an upskilled workforce and the promotion of a circular economy. This project will be carried out in collaboration with Australian and international renowned experts in computational modelling, nanomaterials and concrete materials.Read moreRead less
Understanding and Managing the Occupational Health Impacts on Investigators of Internet Child Exploitation. Through developing best practice models for managing vicarious trauma in investigators of Internet child exploitation, the project will result in enhanced job satisfaction and less burnout of workers, and reduced health costs for policing organisations. Thus the project addresses a serious occupational health issue and contributes to the goal of promoting and maintaining good health. Furth ....Understanding and Managing the Occupational Health Impacts on Investigators of Internet Child Exploitation. Through developing best practice models for managing vicarious trauma in investigators of Internet child exploitation, the project will result in enhanced job satisfaction and less burnout of workers, and reduced health costs for policing organisations. Thus the project addresses a serious occupational health issue and contributes to the goal of promoting and maintaining good health. Further, by better managing the occupational health of investigators, the project will enhance the capacity of police organisations to deliver on their mission of investigating and preventing Internet child exploitation. This in turn contributes to the reduced consumption of Internet child exploitation and the associated traumatisation of abused victims. Read moreRead less