Advanced Bayesian Networks for Epidemiology. We will demonstrate the potential of advanced Artificial Intelligence for medical informatics by extending the capabilities of Bayesian Networks. Bayesian Networks excel when researchers need to combine causal and diagnostic reasoning in areas characterised by uncertainty. But they have one flaw which hinders their use: they do not yet easily mix continuous and discrete variables. We will extend them to handle such mixes, then demonstrate how much the ....Advanced Bayesian Networks for Epidemiology. We will demonstrate the potential of advanced Artificial Intelligence for medical informatics by extending the capabilities of Bayesian Networks. Bayesian Networks excel when researchers need to combine causal and diagnostic reasoning in areas characterised by uncertainty. But they have one flaw which hinders their use: they do not yet easily mix continuous and discrete variables. We will extend them to handle such mixes, then demonstrate how much they can improve on current methods for predicting, among other things, coronary heart disease (CHD).Read moreRead less
Optimising the Utility of Injury Surveillance Systems for Injury Prevention in Active Populations. Promotion of physical activity is a key national health priority and a major focus for the Australian Defence Force to achieve and maintain operational fitness. Unfortunately, these goals are associated with the negative effects of increased injury occurrence and substantial related costs. Civilian and military injury surveillance systems inform injury prevention priorities and interventions but re ....Optimising the Utility of Injury Surveillance Systems for Injury Prevention in Active Populations. Promotion of physical activity is a key national health priority and a major focus for the Australian Defence Force to achieve and maintain operational fitness. Unfortunately, these goals are associated with the negative effects of increased injury occurrence and substantial related costs. Civilian and military injury surveillance systems inform injury prevention priorities and interventions but research is required to maximise their performance and utility. The project aims to 1) determine the extent to which current systems meet user requirements 2) assess utility and reliability of these systems specifically for active populations and 3) develop recommendations for future systems development and improved user application.Read moreRead less
Large-scale computational modelling of epidemics in Australia. The project aims to develop novel computational epidemiological models to contribute to guidelines for optimal prophylaxis, vaccination and case management. Emerging threats posed by infectious diseases and bioterrorism could have dramatic effects on the Australian population, productivity and economy. The project aims to improve the accuracy and scope of modern computational epidemiological models by integrating large-scale Census d ....Large-scale computational modelling of epidemics in Australia. The project aims to develop novel computational epidemiological models to contribute to guidelines for optimal prophylaxis, vaccination and case management. Emerging threats posed by infectious diseases and bioterrorism could have dramatic effects on the Australian population, productivity and economy. The project aims to improve the accuracy and scope of modern computational epidemiological models by integrating large-scale Census datasets and explicitly simulating the entire population down to the level of single individuals, coupled with complex network-based and information flow analysis. The intended outcomes include a more precise and efficient forecasting of critical epidemic dynamics, and increased effectiveness of prevention, mitigation and management of socio-economic, socio-ecological and national security crises.Read moreRead less
Architectural glass related injury: implications for improving public safety. The immediate benefit of the project is information for government, the building and furniture industries, regulators, and the community to underpin interventions to prevent architectural and furniture glass injury. A major longer term benefit is to provide the crucial injury and glass data for future conduct of the other two phases of the planned research program, namely, glass performance testing and simulated human- ....Architectural glass related injury: implications for improving public safety. The immediate benefit of the project is information for government, the building and furniture industries, regulators, and the community to underpin interventions to prevent architectural and furniture glass injury. A major longer term benefit is to provide the crucial injury and glass data for future conduct of the other two phases of the planned research program, namely, glass performance testing and simulated human-glass impact studies. These future studies will provide the scientific evidence for review of the Standards for architectural glass for application to the building, design and construction industry to increase safety for the Australian community. Read moreRead less
Modelling the population impact of injury. This project aims to model the long-term, population impact of non-fatal injury through the use of cutting edge epidemiological modelling, sophisticated biostatistics, advanced econometrics, and geospatial analysis. The project will use population-based, linked longitudinal data to generate new knowledge about the long-term impacts of injury, cost of injury, and expected burden into the future. Through the multi-disciplinary and multi-national collabo ....Modelling the population impact of injury. This project aims to model the long-term, population impact of non-fatal injury through the use of cutting edge epidemiological modelling, sophisticated biostatistics, advanced econometrics, and geospatial analysis. The project will use population-based, linked longitudinal data to generate new knowledge about the long-term impacts of injury, cost of injury, and expected burden into the future. Through the multi-disciplinary and multi-national collaborations established, it is anticipated that this project may lead to future changes in public health and social policy, prioritisation of injury prevention efforts, and establish the capacity to evaluate injury interventions and policy shifts as they occur.Read moreRead less
New directions in health inequalities research: understanding the intersection between housing, employment and health in Australia. People employed on a casual basis in Australia are nearly three times more likely to live in a household that is in housing affordability stress than their permanently employed counterparts. Employment and housing are both determinants of health. While social inclusion, employment and housing affordability are critical components of the government's current social p ....New directions in health inequalities research: understanding the intersection between housing, employment and health in Australia. People employed on a casual basis in Australia are nearly three times more likely to live in a household that is in housing affordability stress than their permanently employed counterparts. Employment and housing are both determinants of health. While social inclusion, employment and housing affordability are critical components of the government's current social policy agenda, articulation between these policy domains is limited and little researched. This important study will provide robust evidence on the ways that housing and employment interact to both cause and prevent health inequities. This will directly benefit agencies delivering services to vulnerable people and contribute to an evidence base of benefit to policy makers.Read moreRead less
The impact of haemoglobin deferral on blood donors: perceptions, health and non-return. Blood donors are an vital in ensuring the health of the Australian community. However, they are few in number and difficult to recruit. It is crucial to keep existing donors in the system so that Australia has an assured blood supply, not only for the traditional reasons (road trauma, replacement in surgery, treatment of diseases such as cancer), but also to cope with natural disasters, emergent diseases and ....The impact of haemoglobin deferral on blood donors: perceptions, health and non-return. Blood donors are an vital in ensuring the health of the Australian community. However, they are few in number and difficult to recruit. It is crucial to keep existing donors in the system so that Australia has an assured blood supply, not only for the traditional reasons (road trauma, replacement in surgery, treatment of diseases such as cancer), but also to cope with natural disasters, emergent diseases and the potential results of terrorist activities. Apart from providing new information on blood donor behaviour, the project will also contribute to more general knowledge about volunteers in the community and their role in the maintenance and development of health services.Read moreRead less
Families with multiple and complex needs: refocusing on early intervention. Families with multiple and complex needs have been determined to be a priority group in Australia (National Child Protection Framework 2021-31). This study will fill the evidence gap by determining the typologies of families with multiple and complex needs and child protection involvement who face intersecting risk factors (e.g. family violence, mental health, intergenerational trauma, alcohol/drug use, justice involveme ....Families with multiple and complex needs: refocusing on early intervention. Families with multiple and complex needs have been determined to be a priority group in Australia (National Child Protection Framework 2021-31). This study will fill the evidence gap by determining the typologies of families with multiple and complex needs and child protection involvement who face intersecting risk factors (e.g. family violence, mental health, intergenerational trauma, alcohol/drug use, justice involvement, disability, poverty and housing insecurity). Intergenerational (child and parent) linked data in three states will be utilised to investigate these families longitudinal trajectories of system involvement and to identify opportunities for enhanced prevention, points of early intervention and service planning. Read moreRead less
Linking for Life: Enhancing pathways to well-being for all Australians. The Linking for Life Project will identify pathways to wellbeing and better social outcomes across the life-course for high-risk/vulnerable individuals and their families to streamline service provision, improve outcomes and identify cost-efficiencies across government agencies. The work will expand cross-sectoral data linkage capability, enhancing research capacity to generate evidence-based policy to improve integrated ser ....Linking for Life: Enhancing pathways to well-being for all Australians. The Linking for Life Project will identify pathways to wellbeing and better social outcomes across the life-course for high-risk/vulnerable individuals and their families to streamline service provision, improve outcomes and identify cost-efficiencies across government agencies. The work will expand cross-sectoral data linkage capability, enhancing research capacity to generate evidence-based policy to improve integrated service delivery across government. The project will also trial innovative data linkage models including the creation of data repositories to improve efficiency for data provision and access, which will have application nationally and enable more timely access to whole-population linked cross-sector data.Read moreRead less
Recruitment and Retention of the Australian Medical Practitioner Workforce - a Longitudinal Electronic Cohort Study. Identifying and acknowledging the significant personal and professional influences on the career decisions of doctors, including the choice to leave the profession for several years and factors driving the decision to return or not return, will provide not only the major public employers of doctors, but also government, community and private practice groups with reliable current e ....Recruitment and Retention of the Australian Medical Practitioner Workforce - a Longitudinal Electronic Cohort Study. Identifying and acknowledging the significant personal and professional influences on the career decisions of doctors, including the choice to leave the profession for several years and factors driving the decision to return or not return, will provide not only the major public employers of doctors, but also government, community and private practice groups with reliable current evidence to inform medical workforce planning and design, and ensure quality health care. Read moreRead less