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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.
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Cohort Profile: HABITAT-a longitudinal multilevel study of physical activity, sedentary behaviour and health and functioning in mid-to-late adulthoodThe benefits of physical activity in reducing the risk of non-communicable diseases are well documented. Physical inactivity contributes to 6–10% of the burden of coronary heart disease, type 2 diabetes, and breast and colon cancers.
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Assessing the utility of routine viral surveillance performed in children undergoing autologous stem cell transplantation at a single centreWe assessed the utility of routine viral surveillance for cytomegalovirus, Epstein–Barr virus and human adenovirus in children <16 years, undergoing autologous stem cell transplantation (ASCT) at a single centre over a 10-year period. A total of 85 ASCT were performed in 65 patients.
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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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Investigating disparity in access to Australian clinical genetic health services for Aboriginal and Torres Strait Islander peopleGlobally, there is a recognised need that all populations should be able to access the benefits of genomics and precision medicine. However, achieving this remains constrained by a paucity of data that quantifies access to clinical genomics, particularly amongst Indigenous populations.
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International comparison of glycaemic control in people with type 1 diabetes: an update and extensiono update and extend a previous cross-sectional international comparison of glycaemic control in people with type 1 diabetes. Methods: Data were obtained for 520,392 children and adults with type 1 diabetes from 17 population and five clinic-based data sources in countries or regions between 2016 and 2020.
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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 next? Expanding our view of city planning and global health, and implementing and monitoring evidence-informed policyThis Series on urban design, transport, and health aimed to facilitate development of a global system of health-related policy and spatial indicators to assess achievements and deficiencies in urban and transport policies and features. This final paper in the Series summarises key findings, considers what to do next, and outlines urgent key actions.