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Gene filtering strategies for machine learning guided biomarker discovery using neonatal sepsis RNA-seq dataMachine learning (ML) algorithms are powerful tools that are increasingly being used for sepsis biomarker discovery in RNA-Seq data. RNA-Seq datasets contain multiple sources and types of noise (operator, technical and non-systematic) that may bias ML classification. Normalisation and independent gene filtering approaches described in RNA-Seq workflows account for some of this variability and are typically only targeted at differential expression analysis rather than ML applications.
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Western Australia remote aeromedical substance use disorders outcomesSubstance use disorders (SUDs) cause significant harm to regional Australians, who are more likely to misuse alcohol and other drugs (AODs) and encounter difficulty in accessing treatment services. The primary aims of this study were to describe the demographics of patients aeromedically retrieved from regional locations and compare hospital outcomes with a metropolitan-based cohort.
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High prevalence of hearing loss in urban Aboriginal infants: the Djaalinj Waakinj cohort studyChris Deborah Tamara Brennan-Jones Lehmann Veselinovic PhD AO, MBBS, MSc BSc(Hons) MClinAud PhD Head, Ear and Hearing Health Honorary Emeritus Fellow
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The Nutritional Quality of Kids’ Menus from Cafés and Restaurants: An Australian Cross‐Sectional StudyAustralian families increasingly rely on eating foods from outside the home, which in-creases intake of energy‐dense nutrient‐poor foods. ‘Kids’ Menus’ are designed to appeal to families and typically lack healthy options. However, the nutritional quality of Kids’ Menus from cafes and full‐service restaurants (as opposed to fast‐food outlets) has not been investigated in Australia. The aim of this study was to evaluate the nutritional quality of Kids’ Menus in restaurants and cafés in metropolitan Perth, Western Australia.
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Comprehensive Testing of Chemotherapy and Immune Checkpoint Blockade in Preclinical Cancer Models Identifies Additive CombinationsAntibodies that target immune checkpoints such as cytotoxic T lymphocyte antigen 4 (CTLA‐4) and the programmed cell death protein 1/ligand 1 (PD-1/PD-L1) are now a treatment option for multiple cancer types. However, as a monotherapy, objective responses only occur in a minority of patients. Chemotherapy is widely used in combination with immune checkpoint blockade (ICB). Although a variety of isolated immunostimulatory effects have been reported for several classes of chemotherapeutics, it is unclear which chemotherapeutics provide the most benefit when combined with ICB.
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The Social and Emotional Well-being of Indigenous Peoples Living With Diabetes: A Systematic Review ProtocolGlobally, Indigenous people have a greater incidence and earlier onset of diabetes than the general population and have higher documented rates of emotional distress and mental illness. This systematic review will provide a synthesis and critical appraisal of the evidence focused on the social and emotional well-being of Indigenous peoples living with diabetes, including prevalence, impact, moderators, and the efficacy of interventions.
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The built environment and early childhood development: qualitative evidence from disadvantaged Australian communitiesThis paper explores neighborhood-built environment features related to ‘better than expected’ and ‘as expected’ early childhood development outcomes (ECD) in 14 Australian disadvantaged communities. This paper draws from mixed methods data collected in the Kids in Communities Study–an Australian investigation of community effects on ECD–in communities across five states and territories.
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What Works for Whom in School-Based Anti-bullying Interventions? An Individual Participant Data Meta-analysisThe prevalence of bullying worldwide is high (UNESCO, 2018). Over the past decades, many anti-bullying interventions have been developed to remediate this problem. However, we lack insight into for whom these interventions work and what individual intervention components drive the total intervention effects.
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Mental HealthAccording to the Young Minds Matter study, mental health disorders such as anxiety and depression are experienced by approximately one in seven or 560,000 young people in Australia. These disorders can often have a significant impact on children’s learning and development and on family life.
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SToP (See, Treat, Prevent) skin sores and scabies trial: study protocol for a cluster randomised, stepped-wedge trial for skin disease control in remote Western AustraliaSkin infection burden in remote Aboriginal communities can be reduced by the See, Treat, Prevent (SToP skin sores and scabies) trial