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Research
Differential cell counts using center-point networks achieves human-level accuracy and efficiency over segmentationDifferential cell counts is a challenging task when applying computer vision algorithms to pathology. Existing approaches to train cell recognition require high availability of multi-class segmentation and/or bounding box annotations and suffer in performance when objects are tightly clustered.
Research
Comparing home polysomnography with transcutaneous CO2 monitoring to laboratory polysomnography in children with neuromuscular disordersClinical utility of home polysomnography in children with neuromuscular disorders is limited by lack of evidence that sleep-disordered breathing can be reliably identified and inability to diagnose hypoventilation because carbon dioxide is not measured.
Research
Lung volumes, gas transfer and oscillometry after preterm birth: systematic review and meta-analysisSmall airway and lung parenchymal abnormalities frequently occur following preterm birth but are commonly missed by spirometry. Static lung volumes, diffusing capacity of the lung for carbon monoxide (D LCO) and oscillometry provide a more precise characterisation of these conditions. We hypothesised that differences in these measures exist between individuals born preterm and at term and we aimed to systematically review the literature to identify and quantify these differences in lung function.
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Global participatory wastewater surveillance to understand mpox clade diversity in war and conflict-affected countriesWar and conflict severely disrupt public health systems, compromising infectious disease surveillance in many affected regions. Mpox, a re-emerging zoonotic disease, poses a growing global threat, especially in areas where traditional monitoring is inaccessible.The mpox virus has distinct clades with varying transmission and severity.
Research
The Use of Alcohol Pharmacotherapies and Prescription Contraceptives among Females of Reproductive Age in AustraliaThere is no clear clinical guidance on the use of alcohol pharmacotherapies in pregnancy due to insufficient safety information. Contraception should therefore be considered for reproductive-aged females receiving alcohol pharmacotherapies not wishing to become pregnant. This study evaluated the concurrent use of alcohol pharmacotherapies with prescription contraception and other medications in Australian females of reproductive age compared to those not receiving an alcohol pharmacotherapy.
Research
Research priorities for preterm lung health research across the lifespan: a community priority setting partnershipIt is essential to embed patient and public perspectives into every stage of the research journey, including setting the future research agenda. The substantial gaps in our understanding of prematurity-associated lung disease presented a timely opportunity to determine the community's research priorities.
Please contact the team early (at the stage of project design and budgeting) to ensure the most appropriate physiological test is selected with adequate funding.
Learn more about the Focus areas for the Wal-yan Respiratory Centre
The Artificial Intelligence team at the Wal-yan Respiratory Research Centre is dedicated to delivering AI solutions for major challenges in respiratory healthcare and research.
Respiratory illness accounts for 12% of the age-standardised gap in mortality between Indigenous and non-Indigenous Australians.