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Uncovering Hidden Topics in Hong Kong Clinical Research Through Hospital Authority Convention Publications

机译:通过医院管理局公约出版物揭开香港临床研究的隐藏主题

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Uncovering clinical research trends allows us to understand the direction of healthcare services and is essential for longer-term healthcare planning. The Hospital Authority Convention is a mainstream annual healthcare conference that gathers up-to-date Hong Kong medical research. We propose to use state-of-the-art medical document mining and topic modelling methods to uncover latent themes and structures in the publications. We collected 742 articles from HA Convention from the year 2013 to 2016 and selected 56 publications from the category of "Clinical Safety and Quality Service "for further analysis. Applying natural language processing and Latent Dirichlet Allocation (LDA) methods, we identified 7 potential topics, namely: surgical operation, hospital discharge, medical error, nursing procedure, service performance assessment, patient and staff engagement, and admission algorithm and standardisation. This exploratory study demonstrates that key themes exist in the annual HA Convention and we observe potential changes in healthcare services focus over the years in the selected category.
机译:揭示临床研究趋势使我们能够了解医疗保健服务的方向,对于长期医疗保健规划至关重要。医院权威公约是一个主流年度医疗保健会议,即最新的香港医学研究。我们建议使用最先进的医疗文件挖掘和主题建模方法来揭示出版物中的潜在主题和结构。我们从2013年至2016年收集了742篇关于HA大会的文章,并选择了56个出版物,来自“临床安全和质量服务”类别进行进一步分析。应用自然语言处理和潜在的Dirichlet分配(LDA)方法,我们确定了7个潜在话题,即:外科手术,医院放电,医疗错误,护理程序,服务绩效评估,患者和员工参与,以及准入算法和标准化。这项探索性研究表明,年度公顷公约中存在关键主题,我们在所选类别的多年中观察医疗保健服务的潜在变化。

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