State-of-the-art in biomedical literature retrieval for clinical cases: a survey of the TREC 2014 CDS track

State-of-the-art in biomedical literature retrieval for clinical cases: a survey of the TREC 2014 CDS track
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DOI:
10.1007/s10791-015-9259-x
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发表时间:
2016-04-01
影响因子:
2.5
通讯作者:
Hersh, William
Hersh, William
中科院分区:
计算机科学3区
文献类型:
--
作者:
Roberts, Kirk;Simpson, Matthew;Hersh, William

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在临床环境中提供相关生物医学文献的获取有可能弥合循证医学的关键差距。在这里,我们的目标是专门为临床医生提供相关文章,以改善他们在诊断、治疗和检测患者方面的决策。为此,TREC 2014 临床决策支持轨道评估了系统使用患者病历的理想形式检索三个类别(诊断、治疗、测试)之一的相关文章的能力。来自超过 25 名参与者的 100 多份提交内容针对 30 个主题进行了评估,得出了超过 37,000 个相关性判断。在本文中,我们概述了该任务,调查了参与者所使用的信息检索方法,分析了结果,并讨论了这项具有挑战性但重要的任务的未来方向。
Providing access to relevant biomedical literature in a clinical setting has the potential to bridge a critical gap in evidence-based medicine. Here, our goal is specifically to provide relevant articles to clinicians to improve their decision-making in diagnosing, treating, and testing patients. To this end, the TREC 2014 Clinical Decision Support Track evaluated a system's ability to retrieve relevant articles in one of three categories (Diagnosis, Treatment, Test) using an idealized form of a patient medical record . Over 100 submissions from over 25 participants were evaluated on 30 topics, resulting in over 37k relevance judgments. In this article, we provide an overview of the task, a survey of the information retrieval methods employed by the participants, an analysis of the results, and a discussion on the future directions for this challenging yet important task.