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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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Hospital admissions for skin infections among Western Australian children and adolescents from 1996 to 2012The objective of this study was to describe the occurrence of skin infection associated hospitalizations in children born in Western Australia (WA).
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Hospital admissions for skin infections among Western Australian children and adolescents from 1996 to 2012Skin infections are a significant cause of severe disease, requiring hospitalization in Western Australian children, particularly with Aboriginal children
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Clinical outcomes for young people with screening-detected and clinically-diagnosed rheumatic heart disease in FijiYoung people with screening-detected RHD have worse health outcomes than screen-negative cases in Fiji.
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Quantification of walking-based physical activity and sedentary time in individuals with Rett syndromeQuantifying individual's with Rett syndrome with the ability to walk, walking based activities and sedentary time, analyzing a variety of influences.
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Global, Regional, and National Burden of Cardiovascular Diseases for 10 Causes, 1990 to 2015The burden of cardiovascular diseases (CVDs) remains unclear in many regions of the world.
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Mannitol challenge testing for asthma in a community cohort of young adultsWe aimed to quantify the diagnostic utility of mannitol challenge testing for asthma in a community cohort and a symptomatic wheezing subset of this cohort.
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Quality of Life and Psychosocial Well-Being in Youth With Neuromuscular Disorders Who Are Wheelchair Users: A Systematic ReviewTo investigate quality of life (QOL) and psychosocial well-being in youth with neuromuscular disorders (NMDs) who are wheelchair users.
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Brief Report: An Exploratory Study of the Diagnostic Reliability for Autism Spectrum DisorderWe conducted a study that examined the concordance of diagnoses between a multidisciplinary assessment team and a range of clinicians in Australia.