Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will includ ....Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will include an inclusive learning spaces design framework. This is expected to benefit all students' access and meaningful involvement in learning through the development of more inclusive learning spaces. The research is significant because it integrates previously dissociated knowledge from architecture, education and health.Read moreRead less
Effects of fire on the reproductive ecology of terrestrial orchids and on their pollinators in fragmented landscapes of southern Australia. This project will combine traditional plant and insect ecology with advanced molecular techniques to ascertain the effects of fire management on terrestrial orchids and their pollinators in fragmented landscapes. This will improve our understanding of the Australian biota and improve management and conservation of terrestrial orchids.
Multi-scale strategy to manage chloramine decay and nitrification in water distribution systems. The generation of knowledge and technologies in preventing chloramine decay would greatly benefit the Australian water industry. The success of the project would provide the highest possible quality of water, both economically and reliably, giving public assurances of microbiological compliance and safe drinking water.
Learning how people read: Models, brains, big data and maths. Aims: This project aims to understand how people read. We will use novel mathematical methods, experimentation, brain imaging and computational modelling to adjudicate between model predictions.
Significance: This project expects to develop methods to understand and test important aspects of reading.
Expected outcomes: Expected outcomes are the development of novel methods for understanding complex models and the collection of data t ....Learning how people read: Models, brains, big data and maths. Aims: This project aims to understand how people read. We will use novel mathematical methods, experimentation, brain imaging and computational modelling to adjudicate between model predictions.
Significance: This project expects to develop methods to understand and test important aspects of reading.
Expected outcomes: Expected outcomes are the development of novel methods for understanding complex models and the collection of data that can extend and falsify current models of reading.
Benefits: These developments will significantly increase our understanding of how people read and what causes dyslexia. This work will also provide new ways to evaluate complex computational psychological models.Read moreRead less
Development of novel and effective strategies for soil microbial- and rhizo-remediation of onshore petrogenic hydrocarbon spills. The extensive use of petroleum products represents a constant threat of oil spills to onshore and offshore environments. Petroleum spillage seriously impacts environment and human health. This project is aimed at providing a suite of techniques for dealing with onshore oil spills and thereby building Australia’s environmental response capability.
The immune response as a determinant of female reproductive investment. Aims: This project will define how ‘cryptic female choice’ affects reproductive outcomes through immune recognition of embryo histocompatibility genes, to modulate maternal nutrient provision and fetal growth.
Significance: The research will tackle an important knowledge gap in animal reproduction science, where poorly-understood male-female compatibility effects cause variation in breeding efficiency with major economic an ....The immune response as a determinant of female reproductive investment. Aims: This project will define how ‘cryptic female choice’ affects reproductive outcomes through immune recognition of embryo histocompatibility genes, to modulate maternal nutrient provision and fetal growth.
Significance: The research will tackle an important knowledge gap in animal reproduction science, where poorly-understood male-female compatibility effects cause variation in breeding efficiency with major economic and environmental impact.
Expected outcomes: We expect to generate new understanding of the genes, immune response elements, and vascular changes that explain compatibility effects.
Benefits: The results will inform strategies to improve fertility in livestock animals, and in rare and threatened species.
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How are beliefs altered by data? Robust Bayesian models for human inductive learning. This project applies state of the art mathematical models to study how people think and reason, and how we can make good guesses about the future. The goal is to understand how the human mind can operate so effectively in real environments, when even the most powerful computers struggle to handle the complexities of everyday learning problems.
Seminal fluid interferon-gamma: a potential inhibitor of reproductive success. This project aims to investigate mechanisms by which infection, heat stress and psycho-social stress interfere with fertility by inducing a signalling factor in seminal fluid that suppresses female immune adaptation for pregnancy. Factors in seminal fluid in addition to sperm parameters are known to affect male reproductive success, but these are not well defined. The cytokine interferon-gamma (IFNG) is variably prese ....Seminal fluid interferon-gamma: a potential inhibitor of reproductive success. This project aims to investigate mechanisms by which infection, heat stress and psycho-social stress interfere with fertility by inducing a signalling factor in seminal fluid that suppresses female immune adaptation for pregnancy. Factors in seminal fluid in addition to sperm parameters are known to affect male reproductive success, but these are not well defined. The cytokine interferon-gamma (IFNG) is variably present in seminal plasma of several mammalian species. It was recently discovered that IFNG interferes with the female immune response required for reproductive success. This project will investigate how seminal fluid IFNG alters female immune adaptation for pregnancy. This will define how environmental factors induce seminal fluid IFNG and determine whether inhibitory effects of IFNG can be overcome with pharmacological inhibitors to boost reproductive success.Read moreRead less
Towards operational monitoring of key climate parameters from synthetic aperture radar. Agricultural productivity is a major contributor to the Australian economy, but is experiencing significant stress in response to climate change. Moreover, soil moisture controls vegetation dynamics that contribute to carbon storage, atmospheric processes leading to severe weather, and runoff generation processes leading to floods and runoff yield from urban water storage catchments. Consequently, high reso ....Towards operational monitoring of key climate parameters from synthetic aperture radar. Agricultural productivity is a major contributor to the Australian economy, but is experiencing significant stress in response to climate change. Moreover, soil moisture controls vegetation dynamics that contribute to carbon storage, atmospheric processes leading to severe weather, and runoff generation processes leading to floods and runoff yield from urban water storage catchments. Consequently, high resolution time-series information on soil moisture and vegetation status from space represents a powerful tool for understanding climate change impacts on Australia. It is therefore imperative that products be developed specifically for the Australian environment to take full advantage of radar data from satellites.Read moreRead less
Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify ....Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify its competency and decisions, to explore unknown situations and fully utilise existing expertise to deal with unknowns. The expected outcomes of the project will enable ML systems to become truely intelligent and reliable machine partners for human decision makers in a wide range of applications.Read moreRead less