Every Day Matters: Reducing School Non-Attendance in Autistic Students. Autistic children miss one day a week of school, three times more than their peers. This significantly impacts their learning, wellbeing and later, their vocational outcomes. This project aims to identify the factors that put autistic children at increased risk of missing school and map the supports and interventions used to reduce school non-attendance. Expected outcomes include an autism-specific model of the how and why s ....Every Day Matters: Reducing School Non-Attendance in Autistic Students. Autistic children miss one day a week of school, three times more than their peers. This significantly impacts their learning, wellbeing and later, their vocational outcomes. This project aims to identify the factors that put autistic children at increased risk of missing school and map the supports and interventions used to reduce school non-attendance. Expected outcomes include an autism-specific model of the how and why school non-attendance is elevated for autistic students. It is anticipated that this model make the important step of enabling teachers and professionals to identify which autistic children are most at risk of absenteeism and select the best strategies to support a positive and beneficial return to school.Read moreRead less
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
The impact of urban vertical schools on students’ capability and wellbeing. Urban vertical schools are new types of schools in Australia. There are no evidence-based Australian precedents to guide designers or educators, no formal knowledge sharing processes that draw on experiences of pioneers, and little understanding of what these spaces mean for student capability and wellbeing. This evaluative case study will bring together evidence from designers, educators and students in three newly buil ....The impact of urban vertical schools on students’ capability and wellbeing. Urban vertical schools are new types of schools in Australia. There are no evidence-based Australian precedents to guide designers or educators, no formal knowledge sharing processes that draw on experiences of pioneers, and little understanding of what these spaces mean for student capability and wellbeing. This evaluative case study will bring together evidence from designers, educators and students in three newly built urban, vertical schools. Project findings will point to inclusive principles for designing and leading in physical, digital and social school spaces to maximise student wellbeing and capability. Insights into student experiences in urban, vertical school spaces will have value for infrastructure spending in all schools.Read moreRead less
Improving outcomes through accessible assessment and inclusive practices. Complex assessment tasks and pedagogies present barriers to the learning and achievement of students with disability, including those with language and/or attentional difficulties. This research will test: 1) whether accessible assessment task design leads to improved student outcomes; 2) whether enhancing teachers’ inclusive practice improves student access to formative assessment pedagogies, enabling more accurate studen ....Improving outcomes through accessible assessment and inclusive practices. Complex assessment tasks and pedagogies present barriers to the learning and achievement of students with disability, including those with language and/or attentional difficulties. This research will test: 1) whether accessible assessment task design leads to improved student outcomes; 2) whether enhancing teachers’ inclusive practice improves student access to formative assessment pedagogies, enabling more accurate student understanding of assessment aims and requirements; and 3) how improvements in task design and teacher practice can be sustained and upscaled across secondary school departments. Expected outcomes of international significance are more inclusive learning and assessment practices with the potential to benefit all students.Read moreRead less
Industry Laureate Fellowships - Grant ID: IL230100154
Funder
Australian Research Council
Funding Amount
$2,582,419.00
Summary
Fixing the NDIS: cost, effectiveness and access for psychosocial disability. This project aims to address serious deficits in the operation of the National Disability Insurance Scheme for one of its largest participant groups: people with psychosocial disability. This project expects to develop new data on scheme outcomes, cost-effectiveness and participant experiences to develop an appropriate and implementable program logic to improve supports for this group. Expected outcomes will be scheme r ....Fixing the NDIS: cost, effectiveness and access for psychosocial disability. This project aims to address serious deficits in the operation of the National Disability Insurance Scheme for one of its largest participant groups: people with psychosocial disability. This project expects to develop new data on scheme outcomes, cost-effectiveness and participant experiences to develop an appropriate and implementable program logic to improve supports for this group. Expected outcomes will be scheme reform by implementing a new framework of supports for psychosocial disability and data to improve the operation of national policy for this group more broadly. This should provide significant benefits for the cost-effective operation of the National Disability Insurance Scheme and build research capacity in disability policy.Read moreRead less
Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques ....Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques that use large amounts of unlabeled data to enhance performance. Our design takes advantage of additional information available for marine imagery such as geolocation and remote sensing context. We will explore how these representations can guide additional sampling and improve performance in classification tasks.Read moreRead less
Outcomes of specialist disability housing for people with disability. This project aims to systematically investigate the experience, outcomes and economic impact of people with disability moving into specialist disability accommodation housing. Health, wellbeing, community participation, support outcomes and lived experience of people with disability will be measured before moving and over 2 years after they move. The project provides the opportunity to identify the personal, disability, housi ....Outcomes of specialist disability housing for people with disability. This project aims to systematically investigate the experience, outcomes and economic impact of people with disability moving into specialist disability accommodation housing. Health, wellbeing, community participation, support outcomes and lived experience of people with disability will be measured before moving and over 2 years after they move. The project provides the opportunity to identify the personal, disability, housing and support factors that shape outcomes for people with disability. The intended outcome is comprehensive knowledge that can inform policy, build evidence across housing, technology, support and disability sectors and ultimately benefit people with disability by generating innovative practice in housing and support.Read moreRead less
3D Printed Food for People with Swallowing Disability. This project aims to identify ways that 3D food printing (additive manufacturing using real food in a device like a ink-jet printer) could be used to improve the visual appeal of puree meals for people with swallowing difficulty, who make up ~8% of the world's population. This study will be the first to include people with swallowing disability (e.g., related to cerebral palsy, stroke, older age) and their supporters in examining the views a ....3D Printed Food for People with Swallowing Disability. This project aims to identify ways that 3D food printing (additive manufacturing using real food in a device like a ink-jet printer) could be used to improve the visual appeal of puree meals for people with swallowing difficulty, who make up ~8% of the world's population. This study will be the first to include people with swallowing disability (e.g., related to cerebral palsy, stroke, older age) and their supporters in examining the views and experiences of stakeholders on the impact of 3D food printing on quality of life, enjoyment, participation, and safety. Outcomes include new knowledge on factors affecting the implementation of 3D food printing in disability and aged care services, to inform policy, practice, and future research.Read moreRead less
NDIS: Rhetoric versus Reality? This project aims to explore the realities of living with intellectual disability in Australia, and the impact of individualised funding arising from the introduction of the NDIS. The study will examine, within this era of disability reform, how people with intellectual disability are having their needs met, and the extent to which they are involved in decision-making about their lives. The study will be conducted over three years using a mixed method design. It wi ....NDIS: Rhetoric versus Reality? This project aims to explore the realities of living with intellectual disability in Australia, and the impact of individualised funding arising from the introduction of the NDIS. The study will examine, within this era of disability reform, how people with intellectual disability are having their needs met, and the extent to which they are involved in decision-making about their lives. The study will be conducted over three years using a mixed method design. It will specifically examine the relationship between self-directed individualised funding and its effect on personal well-being, self-esteem and voice, choice and control. People with intellectual disability will act as co-researchers within the study.Read moreRead less
Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capabili ....Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capability and competitiveness in AI, and deliver robust and trustworthy learning technology. The project should provide significant benefits not only in advancing scientific and translational knowledge but also in accelerating AI innovations, safeguarding cyberspace, and reducing the burden on defence expenses in Australia.Read moreRead less