Jo-An Occhipinti

Jo-An Occhipinti
The University of Sydney · Brain and Mind Research Institute

PhD
Systems Modeling and Simulation Youth Mental Health and Technology

About

136
Publications
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Publications

Publications (136)
Article
Recent changes in industrial relations policies represent a break with the Australian experiment with market citizenship at work. At the Federal level, they involve the adaptive reuse of legacies that have, in recent decades, been regarded as secondary to the system (e.g. awards and industrial tribunals) to renovate the foundations of labour law. I...
Article
Full-text available
Background Suicide is the fourth leading cause of death among young people aged 15–29 worldwide. Young people often present to emergency departments (EDs) with self-harm and suicide-related behaviors. The period following discharge from the ED is recognized as one of elevated risk for both repeated self-harm and suicide. During this critical time,...
Article
Optimal brain health is essential to smoothing major global skill-intensive economic transitions, such as the bioeconomy, green, care economy and digital transitions. Good brain health is vital to socio-economic sustainability, productivity and well-being. The care transition focuses on recognizing and investing in care services and care work as es...
Preprint
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Background Suicide remains a leading cause of death for young Australians. We need robust analytical tools to help us understand and respond to the dynamic complexity underlying suicide and suicidal behaviour. Participatory systems modelling leverages empirical data together with the experiential knowledge of stakeholders to inform model building,...
Preprint
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This paper explores the nuanced landscape of generative AI (genAI), particularly focusing on neural network-based models like Large Language Models (LLMs). While genAI garners both optimistic enthusiasm and sceptical criticism, this work seeks to provide a balanced examination of its capabilities, limitations, and the profound impact it may have on...
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Care as usual has failed to stem the tide of mental health challenges in children and young people. Transformed models of care and prevention are required, including targeting the social determinants of mental health. Robust economic evidence is crucial to guide investment towards prioritised interventions that are effective and cost-effective to o...
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Background Emergency departments (EDs) are often the front door for urgent mental health care, especially when demand exceeds capacity. Long waits in EDs exert strain on hospital resources and worsen distress for individuals experiencing a mental health crisis. We used as a test case the Australian Capital Territory (ACT), with a population surge o...
Preprint
BACKGROUND Globally, mental health problems increasingly affect young people, contributing significantly to disability and disease. In low- and middle-income countries (LMICs) like Colombia, barriers to accessing care exacerbate the treatment gap. Additionally, the lack of widespread digital interventions further deepens the digital health divide b...
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Background Despite suicide's public health significance and global mental health awareness, current suicide prevention efforts show limited impact, posing a challenge for low and middle Income countries (LMICS). This study aimed to develop a dynamic simulation model that could be used to examine the potential effectiveness of alternative interventi...
Preprint
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Work is fundamental to societal prosperity and mental health, providing financial security, identity, purpose, and social integration. The emergence of generative artificial intelligence (AI) has catalysed debate on job displacement. Some argue that many new jobs and industries will emerge to offset the displacement, while others foresee a widespre...
Preprint
Full-text available
Background: Suicide is the fourth leading cause of death among young people aged 15–29 worldwide. Young people often present to emergency departments (EDs) with self-harm and suicide related behaviors. The period following discharge from the ED is recognized as one of elevated risk for both repeated self-harm and suicide. During this critical time,...
Article
Full-text available
The uncertainty that marks adolescence and early adulthood is heightened by the simultaneous crises of mental health, education and youth unemployment. This puts the brain capital of young people under threat. We must invest in youth brain health and skills that are orientated towards environmental sustainability. This can train future creatives to...
Article
Background In early 2020, we developed a dynamic model to support policy responses aimed at mitigating the adverse mental health effects of the COVID-19 pandemic in Australia. As the pandemic has progressed, it has become clear that our initial model forecasts overestimated the impacts of infection control measures (lockdowns, physical distancing,...
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In the grand narrative of technological evolution, we are transitioning from the “Age of Information” to the “Age of Intelligence.” Rapid advancements in generative artificial intelligence (AI) are set to reshape society, revolutionize industries, and change the nature of work, challenging our traditional understanding of the dynamics of the econom...
Article
Objectives: To project how many minimal trauma fractures could be averted in Australia by expanding the number and changing the operational characteristics of fracture liaison services (FLS). Study design: System dynamics modelling. Setting, participants: People aged 50 years or more who present to hospitals with minimal trauma fractures, Aust...
Chapter
The potential for future prevention of Alzheimer’s disease and related dementias (ADRD) through healthy lifestyle change is spurring a positive brain health movement. However, most ADRD research continues to focus on mid- and later life. We lack evidence regarding risk exposure and protective factors in young adulthood, i.e., 18–39 years. Brain cap...
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Full-text available
Despite increased advocacy and investments in mental health systems globally, there has been limited progress in reducing mental disorder prevalence. In this paper, we argue that meaningful advancements in population mental health necessitate addressing the fundamental sources of shared distress. Using a systems perspective, economic structures and...
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As we face complex and dynamically changing public health and environmental challenges, simulation modelling has come to occupy an increasingly central role in public engagements with policy. Shifts are occurring not only in terms of wider public understandings of modelling, but also in how the value of modelling is conceptualised within scientific...
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Preventive interventions that are effective in reducing the incidence of mental disorders in adolescence and early adulthood may impact substantially on lifetime economic, educational, and health outcomes; however, relatively few studies have examined the capacity of alternative approaches to preventing youth mental disorders (specifically, univers...
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There is much conjecture about which social factors underpin an apparent increase in the incidence of psychological distress, depression and other mood disorders, self-harm and suicidal behaviour and presentations for mental health care (in economically-developed countries). These concerns are particularly focused on younger birth cohorts, where th...
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Background Primary youth mental health services in Australia have increased access to care for young people, yet the longer-term outcomes and utilisation of other health services among these populations is unclear. Aims To describe the emergency department presentation patterns of a help-seeking youth mental health cohort. Method Data linkage was...
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Objective: To evaluate the potential impact of the recently announced 'Safeguards' initiative on mental health-related emergency department presentation rates for children and adolescents (0-17 years). This state-funded initiative aims to establish 25 Child and Adolescent Acute Response Teams across New South Wales. Methods: We estimated the eff...
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Introduction: Suicide is a leading cause of mortality among young people aged 15–24 globally. Despite the deployment of comprehensive suicide prevention strategies, we still do not know which interventions, for which groups of young people, for how long and with what intensity could generate the most significant reductions in suicide rates. System...
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Australia’s mental health system is failing young people. Calls for accountability, strategic long-term policy planning, and regional leadership have been identified as solutions to guide mental health reform. Developing system dynamics models using a participatory approach (participatory systems modelling (PSM)) is recognized as a useful method th...
Article
Epidemiological studies indicate that labor underutilization and suicide are associated, yet it remains unclear whether this association is causal. We applied convergent cross mapping to test for causal effects of unemployment and underemployment on suicidal behavior, using monthly data on labor underutilization and suicide rates in Australia for t...
Preprint
Full-text available
Australia’s mental health system is failing young people. Calls for accountability, strategic long-term policy planning, and regional leadership have been identified as solutions to guide mental health reform. Developing system dynamics models using a participatory approach (participatory systems modelling, PSM) is recognised as a useful method tha...
Article
The potential for future prevention of Alzheimer’s disease and related dementias (ADRD) through healthy lifestyle change is spurring a positive brain health movement. However, most ADRD research continues to focus on mid- and later life. We lack evidence regarding risk exposure and protective factors in young adulthood, i.e., 18–39 years. Brain cap...
Article
Full-text available
Background Despite increasing support for stakeholder inclusion in research, there is limited evaluative research to guide safe (i.e., youth‐friendly) and meaningful (i.e., non‐tokenistic) partnerships with young people with lived experience of mental ill‐health in research. This paper describes a pilot evaluation and iterative design of a Youth Li...
Article
Australia's Fifth National Mental Health Plan required governments to report, not only on the progress of changes to mental health service delivery, but to also plan for services that should be provided. Future population demand for treatment and care is challenging to predict and one solution involves modelling the uncertain demands on the system....
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To help health economic modelers respond to demands for greater use of complex systems models in public health. To propose identifiable features of such models and support researchers to plan public health modeling projects using these models. A working group of experts in complex systems modeling and economic evaluation was brought together to dev...
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Objective: To simulate the impact on population mental health indicators of allowing people to book some Medicare-subsidised sessions with psychologists and other mental health care professionals without a referral (direct access), and of increasing the annual growth rate in specialist mental health care capacity (consultations). Design: System...
Article
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Background Delayed initiation and early discontinuation of treatment due to limited availability and accessibility of services may often result in people with mild or moderate mental disorders developing more severe disorders, leading to an increase in demand for specialised care that would be expected to further restrict service availability and a...
Article
System dynamics models are increasingly being used to understand the underlying dynamics of populations and hypothesize causal system structures that can account for changes in a population's disease burden. A considerable challenge for public health modeling is understanding how changes in underlying determinants of a problem impact a population's...
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The social and emotional wellbeing of young Aboriginal and Torres Strait Islander peoples should be supported through an Indigenous-led and community empowering approach. Applying systems thinking via participatory approaches is aligned with Aboriginal and Torres Strait Islander research paradigms and can be an effective method to deliver a decisio...
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Background A reconceptualised global strategy is key as nations begin to shift from crisis management to medium- and long-term planning to rebuild and strengthen their economic, social and public health systems. Efforts towards measuring, modelling, and forecasting Mental Wealth could serve as the catalyst for this reconceptualization. The Mental W...
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Background Multiple studies indicate that the prevalence of mental disorders in high-income countries has remained stable or increased despite substantial increases in the provision of care, leading some authors to question the effectiveness of increasing access to current treatments as a means of improving population mental health. Methods We dev...
Preprint
Australia’s Fifth National Mental Health Plan required governments to report not only on the progress of changes to mental health service delivery, but to also plan for services that should be provided. Future population demand for treatment and care is challenging to foresee and one solution involves modelling the uncertain demands on the system....
Article
Full-text available
The COVID-19 pandemic has exposed the deep links and fragility of economic, health and social systems. Discussions of reconstruction include renewed interest in moving beyond GDP and recognizing “human capital”, “brain capital”, “mental capital”, and “wellbeing” as assets fundamental to economic reimagining, productivity, and prosperity. This paper...
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Background: The right to the highest attainable standard of mental health remains a distant goal worldwide. The Report of the UN Special Rapporteur on the right of all people to enjoyment of the highest attainable standard of physical and mental health pleaded the urgent need for governments to act through appropriate laws and policies. We argue t...
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The ongoing COVID-19 pandemic has impacted the mental health of populations and highlighted the limitations of mental health care systems. As the trajectory of the pandemic and the economic recovery are still uncertain, decision tools are needed to help evaluate the best interventions to improve mental health outcomes. We developed a system dynamic...
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Background Mental illness costs the world economy over US2.5 Bn each year, including premature mortality, morbidity, and productivity losses. Multisector approaches are required to address the systemic drivers of mental health and ensure adequate service provision. There is an important role for economics to support priority setting, identify best...
Article
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Background There is a significant push to change the trajectory of youth mental ill-health and suicide globally. Ensuring that young people have access to services that meet their individual needs and are easily accessible is a priority. Genuine stakeholder engagement in mental health system design is critical to ensure that system strengthening is...
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Introduction Systems modelling and simulation can improve understanding of complex systems to support decision making, better managing system challenges. Advances in technology have facilitated accessibility of modelling by diverse stakeholders, allowing them to engage with and contribute to the development of systems models (participatory modellin...
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The youth mental health sector is persistently challenged by issues such as service fragmentation and inefficient resource allocation. Systems modelling and simulation, particularly utilizing participatory approaches, is offering promise in supporting evidence-informed decision making with limited resources by testing alternative strategies in safe...
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Background Despite significant investment, mental health issues remain a leading cause of death among young people globally. Sophisticated decision analysis methods are needed to better understand the dynamic and multisector drivers of youth mental health. System modeling can help explore complex issues such as youth mental health and inform strate...
Article
Full-text available
The COVID-19 pandemic demonstrated the significant value of systems modelling in supporting proactive and effective public health decision making despite the complexities and uncertainties that characterise an evolving crisis. The same approach is possible in the field of mental health. However, a commonly levelled (but misguided) criticism prevent...
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Social media may play a role in the “contagion” mechanism thought to underpin suicide clusters. Our pilot case-control study presented a novel methodological approach to examining whether Facebook activity following cluster and non-cluster suicides differed. We used a scan statistic to identify suicide cluster cases occurring in spatiotemporal clus...
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Enhanced care coordination is essential to improving access to and navigation between youth mental health services. By facilitating better communication and coordination within and between youth mental health services, the goal is to guide young people quickly to the level of care they need and reduce instances of those receiving inappropriate care...
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Background: Current global challenges are generating extensive social disruption and uncertainty that have the potential to undermine the mental health, wellbeing, and futures of young people. The scale and complexity of challenges call for engagement with systems science-based decision analytic tools that can capture the dynamics and interrelation...
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Full-text available
Objective To construct a whole-of-system model to inform strategies that reduce the burden of cardiovascular disease (CVD) in Australia. Methods A system dynamics model was developed with a multidisciplinary modelling consortium. The model population comprised Australians aged 40 years and over, and the scope encompassed acute and chronic CVD as w...
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Background Regional planning may help to ensure that the specific measures implemented as part of a national suicide prevention strategy are aligned with the varying needs of local services and communities; however, there are concerns that the reliability of local programme development may be limited in practice. Aims The potential impacts of inde...
Article
Combine economic, social and medical data to forecast need and design services to address the growing crisis. Combine economic, social and medical data to forecast need and design services to address the growing crisis.
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Background: Globally, there are fundamental shortcomings in mental health care systems, including restricted access, siloed services, interventions that are poorly matched to service users' needs, underutilisation of personal outcome monitoring to track progress, exclusion of family and carers, and suboptimal experiences of care. Health informatio...
Preprint
BACKGROUND Globally, there are fundamental shortcomings in mental health care systems, including restricted access, siloed services, interventions that are poorly matched to service users’ needs, underuse of personal outcome monitoring to track progress, exclusion of family and carers, and suboptimal experiences of care. Health information technolo...
Preprint
BACKGROUND Despite significant investment, mental health issues remain a leading cause of death among young people globally. Sophisticated decision analysis methods are needed to better understand the dynamic and multisector drivers of youth mental health. System modeling can help explore complex issues such as youth mental health and inform strate...
Article
Full-text available
For more than a decade, suicide rates in Australia have shown no improvement despite significant investment in reforms to support regionally driven initiatives. Further recommended reforms by the Productivity Commission call for Federal and State and Territory Government funding for mental health to be pooled and new Regional Commissioning Authorit...
Preprint
Full-text available
Objective: For more than a decade, suicide rates in Australia have shown no improvement despite significant investment in reforms to support regionally driven initiatives. Further recommended reforms by the Productivity Commission call for Federal and State and Territory Government funding for mental health to be pooled and new Regional Commissioni...
Article
Full-text available
Background Reducing suicidal behaviour (SB) is a critical public health issue globally. The complex interplay of social determinants, service system factors, population demographics, and behavioural dynamics makes it extraordinarily difficult for decision makers to determine the nature and balance of investments required to have the greatest impact...
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According to the ‘hardening hypothesis’, average nicotine dependence will increase as less dependent smokers quit relatively easily in response to effective public health interventions, so that sustained progress in reducing smoking prevalence will depend on shifting the emphasis of tobacco control programs towards intensive treatment of heavily de...
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Background: Prior to the COVID-19 pandemic major shortcomings in the way mental health care systems are organised was impairing the delivery of effective care. The mental health impacts of the pandemic, the recession, and resulting social dislocation will depend on the extent to which care systems will become overwhelmed and the strategic investme...
Preprint
BACKGROUND Prior to the COVID-19 pandemic, major shortcomings in the way mental health care systems were organized were impairing the delivery of effective care. The mental health impacts of the pandemic, the recession, and the resulting social dislocation will depend on the extent to which care systems will become overwhelmed and on the strategic...
Article
Background: The need to understand and respond to the unique characteristics and drivers of suicidal behaviour in rural areas has been enabled through the Australian Government's 2015 mental health reforms facilitating a move to an evidence-based, regional approach to suicide prevention. However, a key challenge has been the complex decision-makin...