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How users search and what they search for in the medical domain

机译:用户在医学领域的搜索方式以及搜索内容

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摘要

The internet is an important source of medical knowledge for everyone, from laypeople to medical professionals. We investigate how these two extremes, in terms of user groups, have distinct needs and exhibit significantly different search behaviour. We make use of query logs in order to study various aspects of these two kinds of users. The logs from America Online, Health on the Net, Turning Research Into Practice and American Roentgen Ray Society (ARRS) GoldMiner were divided into three sets: (1) laypeople, (2) medical professionals (such as physicians or nurses) searching for health content and (3) users not seeking health advice. Several analyses are made focusing on discovering how users search and what they are most interested in. One possible outcome of our analysis is a classifier to infer user expertise, which was built. We show the results and analyse the feature set used to infer expertise. We conclude that medical experts are more persistent, interacting more with the search engine. Also, our study reveals that, conversely to what is stated in much of the literature, the main focus of users, both laypeople and professionals, is on disease rather than symptoms. The results of this article, especially through the classifier built, could be used to detect specific user groups and then adapt search results to the user group.
机译:从外行到医学专家,互联网是每个人的医学知识的重要来源。我们调查了这两种极端情况(在用户群体方面)如何有不同的需求并表现出明显不同的搜索行为。我们利用查询日志来研究这两种用户的各个方面。来自《美国在线》,《网上健康》,《将研究付诸实践》和美国伦琴射线学会(ARRS)GoldMiner的日志分为三组:(1)外行人,(2)寻找健康的医疗专业人员(例如医生或护士)内容;(3)用户未寻求健康建议。进行了一些分析,重点是发现用户如何搜索以及他们最感兴趣的内容。我们分析的一个可能结果是建立了推断用户专业知识的分类器。我们显示结果并分析用于推断专业知识的功能集。我们得出的结论是,医学专家更加执着,与搜索引擎的互动也更多。同样,我们的研究表明,与许多文献所述相反,无论是外行人士还是专业人士,用户的主要关注点是疾病而不是症状。本文的结果,尤其是通过构建的分类器,可用于检测特定的用户组,然后将搜索结果调整为该用户组。

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