Understanding the dynamics of the dark universe. This project aims to test theories of dark matter and dark energy with the ultimate goal of understanding the properties of the dark components of the universe and how those properties can be explained by new fundamental physics. The project will use two astronomical datasets, the Dark Energy Survey, with measurements of approximately 3000 supernovae, and the Dark Energy Spectroscopic Instrument, with measurements of 30 million galaxies. By compar ....Understanding the dynamics of the dark universe. This project aims to test theories of dark matter and dark energy with the ultimate goal of understanding the properties of the dark components of the universe and how those properties can be explained by new fundamental physics. The project will use two astronomical datasets, the Dark Energy Survey, with measurements of approximately 3000 supernovae, and the Dark Energy Spectroscopic Instrument, with measurements of 30 million galaxies. By comparing theoretical models to this combination of data the project will help to determine whether dark energy changes with time, measure detailed clustering properties of dark matter, and test advanced theories of gravity.Read moreRead less
Investigating Wnt signaling during human nephron commitment and patterning. Aims: To use gene edited stem cell lines that display cell location, identity and cell state to map human kidney tissue formation in the laboratory. By monitoring how each cell responds to those around it across time and space, we will for the first time map the formation of kidney tissue in the dish.
Significance: Understanding how stem cells form a tissue will help us to improve and control the process. This is key to ....Investigating Wnt signaling during human nephron commitment and patterning. Aims: To use gene edited stem cell lines that display cell location, identity and cell state to map human kidney tissue formation in the laboratory. By monitoring how each cell responds to those around it across time and space, we will for the first time map the formation of kidney tissue in the dish.
Significance: Understanding how stem cells form a tissue will help us to improve and control the process. This is key to advancing tissue engineering.
Expected outcomes: The proposal will pioneer state-of-the-art imaging, gene editing and machine learning approaches, generating models of human development that are currently unavailable.
Benefits: This understanding will guide the development of novel approaches to tissue engineering.
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Theoretical Foundations of Ethical Machine Learning. The project aims to develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project aims to develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification ....Theoretical Foundations of Ethical Machine Learning. The project aims to develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project aims to develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification of the inevitable trade-offs between fairness and utility. The benefits of the project should include better ways of managing these trade-offs, a competitive advantage for Australian firms developing the technology, and will ensure that the country retains a social license to use the technology.Read moreRead less
Enabling Methodologies for the Synthesis of Biologically Active Compounds. This project seeks to establish flexible methods of chemical synthesis for creating new molecular scaffolds capable of achieving selective enzyme inhibition. The approach aims to exploit the vast and biologically-programmed structural diversity associated with natural products. Unique, small molecule organic compounds will be obtained that reveal details of the operation of key enzymes in bacterial and mammalian systems. ....Enabling Methodologies for the Synthesis of Biologically Active Compounds. This project seeks to establish flexible methods of chemical synthesis for creating new molecular scaffolds capable of achieving selective enzyme inhibition. The approach aims to exploit the vast and biologically-programmed structural diversity associated with natural products. Unique, small molecule organic compounds will be obtained that reveal details of the operation of key enzymes in bacterial and mammalian systems. Such new knowledge would allow for the design of highly selective therapeutic agents relevant to the treatment of a range of diseases including bacterial infections, diabetes and cancer. The high-end scientific training and privileged forms of matter arising from this work would provide major benefit to the biotech sector.Read moreRead less