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AI succeeds in diagnosing rare diseases

Timo Lassmann BSc (Hons) MSc PhD Feilman Fellow; Head, Precision Health Research and Head, Translational Intelligence timo.lassmann@thekids.org.au

The Role of Self-Compassion and Experience in Psychologists' Latent Emotional Labour Strategy Profiles

Emotional labour has long been associated with personal and organizational outcomes such as burnout. However, theoretically dichotomising regulation into surface and deep acting may constrain the ecological validity of research as iterative and person-centered approaches to emotion regulation are not considered. Furthermore, recent research suggests self-compassion and experience may predict emotional labour regulation in psychologists, but specific mechanisms accounting for this relationship are unknown.

How Vaccine Mandates Emerged Without a Mandate: Testing Stream Independence in Vietnam's COVID-19 Response

This study adapts the Multiple Streams Framework (MSF) to explore why COVID-19 vaccine mandates were applied at sectoral and subnational levels in Vietnam while the central government maintained that vaccination was voluntary. Document analysis reveals that these mandates arose from the effective coupling of the three streams—problem, policy, and politics—in a setting of authoritarian rule, where the streams function differently (and more uniformly) compared to democratic contexts.

Cost-Effectiveness of Oral Immunotherapy Treatments vs No Treatment for Peanut Allergy in Children

The first peanut oral immunotherapy (OIT) for children was approved by the US Food and Drug Administration (FDA) in 2020. While clinical efficacy is established, evidence on cost-effectiveness-whether the benefits outweigh the costs and adverse effects-remains limited. A variant of OIT, known as probiotic and peanut OIT (PPOIT), has shown similar efficacy in trials.

Patterns of language and visuospatial lateralisation in three-year-old children

Little is known about how or when language and visuospatial processing lateralise in the brain, and if individual differences in lateralisation are related to early language or visuospatial abilities. We explored if patterns of language and visuospatial lateralisation are related to cognitive skills in young children.

Co-designing a new clinical pathway to support families with children identified as having early-stage type 1 diabetes in Western Australia

Children with early-stage (pre-symptomatic) type 1 diabetes are currently identified primarily via research-based screening programmes in Australia. Once identified, families live with the knowledge that their child has an increased chance of developing symptomatic, lifelong, insulin-requiring type 1 diabetes but have no specific clinical pathway available to them in Western Australia for accessing tailored support or education. This project aimed to co-design a new clinical pathway to address this unmet need.

Nutrition in early life interacts with genetic risk to influence preadult behaviour in the Raine Study

Early life nutrition is associated with child behaviour; however, the interplay with genetic vulnerability is understudied. We hypothesised that psychiatric genetic risk interacted with early nutrition to predict behavioural problems in childhood and adolescence.

A time-varying geospatial model of habitat suitability for Japanese encephalitis virus vectors and vertebrate hosts in Australia

In the austral summer of 2021-2022, Australia experienced an unprecedented Japanese encephalitis virus (JEV) outbreak, with detections over 3000 km south of previous occurrences. Given the limited knowledge of JEV transmission ecology in Australia, we developed geospatial models of transmission risk to support the public health response. We created time-varying habitat suitability models for suspected mosquito vectors and ardeid hosts using month-scaled occurrence and covariate data from 2000-2023.

Development and application of a scoring and visualization approach for 24-hour movement behaviours: an example based on social-emotional development in early years children

Current methods for assessing the healthfulness of 24-hour movement behaviours (sleep, sedentary time, light physical activity, moderate-to-vigorous physical activity) use binary classifications that fail to capture their continuous and compositional nature. This study introduces a percentile-based scoring and visualization approach to evaluate the healthfulness of movement behaviour time-use compositions, using social-emotional development in early childhood as an example.