This study aimed to better understand the vulnerability of 5 to 6 year old children in their first year of school, based on five health and development domains. Identification of subgroups of children within these domains can lead to more targeted research and policies to reduce these vulnerabilities. The study focused on finding clusters of geographical regions with high and low proportions of vulnerable children in Queensland, Australia. K-means analysis was conducted on data from the Australian Early Development Census and the Australian Bureau of Statistics. The clusters were then compared with respect to their geographic locations and risk factor profiles. The results are made publicly available via an interactive dashboard application in R Shiny
翻译:这项研究旨在根据五个卫生和发展领域,更好地了解5至6岁儿童在一年级上学时的脆弱性,其基础是五个健康和发展领域。确定这些领域的儿童分组可导致更有针对性的研究和政策,以减少这些脆弱性。研究的重点是在澳大利亚昆士兰州寻找弱势儿童比例高和低的地理区域群。对澳大利亚早期发展普查和澳大利亚统计局的数据进行了K手段分析,然后对这些分组进行了比较,比较了它们的地理位置和风险因素概况。研究结果通过R Shiny的互动式仪表盘应用程序公开公布。