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What are the Gaps in Mobile Patient Portal? Mining Users Feedback Using Topic Modeling

机译:移动病人门户中的差距是什么?使用主题建模挖掘用户反馈

摘要

Patient portals are positioned as a central component of patient engagement through the potential to change the physician-patient relationship and enable chronic disease self-management. In this article, we extend the existing literature by discovering design gaps for patient portals from a systematic analysis of negative users’ feedback from the actual use of patient portals. Specifically, we adopt topic modeling approach, LDA algorithm, to discover design gaps from online low rating user reviews of a common mobile patient portal, EPIC’s mychart. To validate the extracted gaps, we compared the results of LDA analysis with that of human analysis. Overall, the results revealed opportunities to improve collaboration and to enhance the design of portals intended for patient-centered care.
机译:通过改变医患关系并实现慢性疾病自我管理的潜力,患者门户被定位为患者参与的核心组成部分。在本文中,我们通过对患者门户的实际使用中负面用户反馈的系统分析来发现患者门户的设计差距,从而扩展了现有文献。具体来说,我们采用主题建模方法LDA算法,从常见移动患者门户网站EPIC的mychart的在线低评分用户评论中发现设计差距。为了验证提取的缺口,我们将LDA分析的结果与人工分析的结果进行了比较。总体而言,结果显示了改善协作和增强旨在以患者为中心的护理的门户设计的机会。

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