Machine Learning for Fracture Risk Assessment from Simple Radiography. This project aims to develop a novel, reliable, low-cost system to detect poor bone health and assess fracture risk to help to prevent and manage osteoporosis-related fractures. Currently, osteoporosis-related fractures cost our health system millions of dollars annually and costs are increasing with our ageing population. Early detection of poor bone health will improve the effectiveness of preventive measures and ease this ....Machine Learning for Fracture Risk Assessment from Simple Radiography. This project aims to develop a novel, reliable, low-cost system to detect poor bone health and assess fracture risk to help to prevent and manage osteoporosis-related fractures. Currently, osteoporosis-related fractures cost our health system millions of dollars annually and costs are increasing with our ageing population. Early detection of poor bone health will improve the effectiveness of preventive measures and ease this burden. Current methods include unreliable, crude clinical and visual guides that suggest osteoporosis screening. The project plans to develop a novel system by applying machine learning algorithms to radiology data which is commonly captured for diagnosing other conditions.Read moreRead less
Attentional asymmetries for navigation in healthy and clinical groups. This project plans to investigate how differences in attentional capacity between the left and right sides of the brain affect the ability to walk or manoeuvre vehicles between obstacles. To navigate our environment and avoid obstacles, we need to attend to stimuli that are important and ignore those that are not. Unfortunately, the brain’s attentional capacity is limited, which can result in errors and collisions. Using the ....Attentional asymmetries for navigation in healthy and clinical groups. This project plans to investigate how differences in attentional capacity between the left and right sides of the brain affect the ability to walk or manoeuvre vehicles between obstacles. To navigate our environment and avoid obstacles, we need to attend to stimuli that are important and ignore those that are not. Unfortunately, the brain’s attentional capacity is limited, which can result in errors and collisions. Using the techniques of cognitive neuroscience, the project aims to provide a better understanding of the cognitive and neural mechanisms that govern attention in an applied setting. It expects to identify the factors that exacerbate lapses in attention and collisions. The effect of everyday impediments such as mobile phones, alcohol and fatigue will be investigated together with means of minimising these attentional lapses and improving safety.Read moreRead less
Development of new systems for the commercial collection, processing and storage of adipose stem cells. This project is aimed at developing a standardised method to commercially extract and expand stem cells from adipose tissue. This product will then be available commercially as a therapeutic treatment.
Doubly disadvantaged: harnessing elements of resilience and establishing information for systems change. Aboriginal children with a disability who receive insufficient support when young are likely to experience a lifetime of disadvantage. This project will provide these children, their families and their carers with a culturally appropriate, holistic pathway enabling easier access to health, social, and educational services.
A progressive study of user and sensor models for monitoring and assisting elderly people, focusing on the visually impaired. This research will contribute to the well-being of our ageing population by extending their independence, and hence their ability to remain safely in their homes. This will benefit them, their carers and the rest of society. The synergy between user modelling, language technology and sensor networks, grounded in psychological findings, will yield high quality, novel scien ....A progressive study of user and sensor models for monitoring and assisting elderly people, focusing on the visually impaired. This research will contribute to the well-being of our ageing population by extending their independence, and hence their ability to remain safely in their homes. This will benefit them, their carers and the rest of society. The synergy between user modelling, language technology and sensor networks, grounded in psychological findings, will yield high quality, novel scientific advances. The deployed prototypes will provide proof of concept of an application that improves our daily living, creating commercialisation opportunities.Read moreRead less
Social outcomes, behaviour and emotional well-being of adults with autism. It is recognised that autism results in substantial life-long disability. Severe emotional and behavioural problems are likely to be a key factor in precluding adults with autism from work, independent living, social contact, and undermine their quality of life, thus increasing support needs. This project aims to address a major gap in our current knowledge - the association between severe emotional and behavioural proble ....Social outcomes, behaviour and emotional well-being of adults with autism. It is recognised that autism results in substantial life-long disability. Severe emotional and behavioural problems are likely to be a key factor in precluding adults with autism from work, independent living, social contact, and undermine their quality of life, thus increasing support needs. This project aims to address a major gap in our current knowledge - the association between severe emotional and behavioural problems in adults with autism and social outcomes. Identification of markers of adult outcomes aims to lead to an improved understanding of the pathways to better social outcomes, facilitating the development of specific interventions to provide much needed improvements in outcomes for adults with autism.Read moreRead less
Close to me: the effect of distractors on spatial attention in healthy and clinical populations. To function well, we need to pay attention to what is important. This project investigates how the brain responds to distractors, such as a person or object that is close by. This knowledge will help with the treatment of people with attentional disorders and will assist the design of human/machine interfaces, such as cars and security screening.
Using 3D printing to improve access to graphics by vision-impaired people. This project aims to investigate the possible benefits of 3D printing for production of accessible materials for vision-impaired people. Currently tactile graphics are used to provide severely vision-impaired adults and children with access to graphical content used in education and in orientation and mobility training. This project is expected to clarify the kinds of graphics for which 3D prints are better suited than ta ....Using 3D printing to improve access to graphics by vision-impaired people. This project aims to investigate the possible benefits of 3D printing for production of accessible materials for vision-impaired people. Currently tactile graphics are used to provide severely vision-impaired adults and children with access to graphical content used in education and in orientation and mobility training. This project is expected to clarify the kinds of graphics for which 3D prints are better suited than tactile graphics, and to build capacity within the national accessible format provision sector for the production and use of 3D prints. Benefits will include increased educational opportunities and quality of life for Australians with severe vision impairment, through improved access to graphic materials used in education and orientation and mobility training.
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Improving employment outcomes for Australians with disability. This project aims to provide evidence about how to improve employment outcomes for people with disability. Nearly one in five adult Australians have a disability and just over half of these are in the labour force; a modest increase in employment rates will have significant social and economic benefits for people with disability and society. By collecting longitudinal quantitative (survey) and qualitative (interview) data at three ti ....Improving employment outcomes for Australians with disability. This project aims to provide evidence about how to improve employment outcomes for people with disability. Nearly one in five adult Australians have a disability and just over half of these are in the labour force; a modest increase in employment rates will have significant social and economic benefits for people with disability and society. By collecting longitudinal quantitative (survey) and qualitative (interview) data at three time points from over 1500 jobseekers with disability, critical information should be gained about how the characteristics of employment services, workplaces and jobseekers contribute to sustainable, meaningful employment for people with disability.Read moreRead less
Learning to Talk, Talking to Learn: Effects of an early childhood language program in remote Northern Territory indigenous communities. Both the quality and quantity of language children hear, and adult understandings of child development, drive children's future outcomes. Understanding how to improve both is critical to the lifelong education, employment and social potential of children from low socioeconomic families, especially with hearing loss. This project aims to examine to what extent a ....Learning to Talk, Talking to Learn: Effects of an early childhood language program in remote Northern Territory indigenous communities. Both the quality and quantity of language children hear, and adult understandings of child development, drive children's future outcomes. Understanding how to improve both is critical to the lifelong education, employment and social potential of children from low socioeconomic families, especially with hearing loss. This project aims to examine to what extent a parent-implemented early childhood language program designed to buffer against effects of childhood otitis media can support indigenous children in remote northern Australia. Outcomes aim to be data on effects on children's language, attention, and school readiness, plus uptake of strategies and knowledge by parents and other adults, and evidence regarding best practice in such contexts.Read moreRead less