Automatic Home Medical Product Recommendation
Automatic Home Medical Product Recommendation
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DOI：
10.1007/s10916-010-9483-2
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发表时间：
2012-04-01
影响因子：
5.3
通讯作者：
Tang, Chunqiang
中科院分区：
文献类型：
--
作者：
Luo, Gang;Thomas, Selena B.;Tang, Chunqiang
基于网络的个人健康记录（PHR）正在广泛部署。为了提高PHR的性能和可用性，我们提出了智能PHR（iPHR）的概念。在本文中，我们使用自动家庭医疗产品推荐作为一个具体的应用程序，以证明引入智能PHR的好处。在这个新的应用领域中，我们开发了几种技术来应对新出现的挑战。我们的方法使用治疗知识和护理知识，并扩展了语言建模方法（1）构建一个主题选择输入界面，推荐家庭医疗产品，（2）产生一个全球排名的网页检索多个查询，（3）提供多样化的搜索结果。我们证明了我们的技术使用USMLE医疗考试的情况下的有效性。
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.