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Automatic Home Medical Product Recommendation

机译:自动家用医疗产品推荐

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摘要

Web-based personal health records (PHRs) are being widely deployed. To improve PHR’s capability and usability, we proposed the concept of intelligent PHR (iPHR). In this paper, we use automatic home medical product recommendation as a concrete application to demonstrate the benefits of introducing intelligence into PHRs. In this new application domain, we develop several techniques to address the emerging challenges. Our approach uses treatment knowledge and nursing knowledge, and extends the language modeling method to (1) construct a topic-selection input interface for recommending home medical products, (2) produce a global ranking of Web pages retrieved by multiple queries, and (3) provide diverse search results. We demonstrate the effectiveness of our techniques using USMLE medical exam cases.
机译:基于Web的个人健康记录(PHR)被广泛部署。为了提高PHR的功能和可用性,我们提出了智能PHR(iPHR)的概念。在本文中,我们将自动家用医疗产品推荐作为具体应用来展示将智能引入PHR的好处。在这个新的应用领域中,我们开发了多种技术来应对新出现的挑战。我们的方法使用了治疗知识和护理知识,并将语言建模方法扩展到(1)构建用于推荐家用医疗产品的主题选择输入界面,(2)产生通过多个查询检索的网页的全局排名,以及(3) )提供多样化的搜索结果。我们使用USMLE医学检查案例证明了我们技术的有效性。

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