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High-quality medical systematic reviews require comprehensive literature searches to ensure the recommendations and outcomes are sufficiently reliable. Indeed, searching for relevant medical literature is a key phase in constructing…

Information Theory · Computer Science 2021-12-06 Shuai Wang , Hang Li , Harrisen Scells , Daniel Locke , Guido Zuccon

Boolean query construction is often critical for medical systematic review literature search. To create an effective Boolean query, systematic review researchers typically spend weeks coming up with effective query terms and combinations.…

Information Retrieval · Computer Science 2022-12-20 Shuai Wang , Hang Li , Guido Zuccon

Documents in the health domain are often annotated with semantic concepts (i.e., terms) from controlled vocabularies. As the volume of these documents gets large, the annotation work is increasingly done by algorithms. Compared to humans,…

Information Retrieval · Computer Science 2023-04-11 Mengtian Guo , David Gotz , Yue Wang

The current mode of biomedical literature search is severely limited in effectively finding information relevant to specialists. A potential approach to solving this problem is exploratory search, which allows users to interactively…

Information Retrieval · Computer Science 2018-12-06 Michael Segundo Ortiz , Kazuhiro Seki , Javed Mostafa

Systematic reviews are comprehensive reviews of the literature for a highly focused research question. These reviews are often treated as the highest form of evidence in evidence-based medicine, and are the key strategy to answer research…

Information Retrieval · Computer Science 2023-02-10 Shuai Wang , Harrisen Scells , Bevan Koopman , Guido Zuccon

Systematic reviews are comprehensive literature reviews that address highly focused research questions and represent the highest form of evidence in medicine. A critical step in this process is the development of complex Boolean queries to…

Information Retrieval · Computer Science 2025-06-03 Shuai Wang , Harrisen Scells , Bevan Koopman , Guido Zuccon

Systematic literature reviews play a vital role in identifying the best available evidence for health and social care policy. The resources required to produce systematic reviews can be significant, and a key to the success of any review is…

Information Retrieval · Computer Science 2021-12-20 Andrew MacFarlane , Tony Russell-Rose , Farhad Shokraneh

Tables are common and important in scientific documents, yet most text-based document search systems do not capture structures and semantics specific to tables. How to bridge different types of mismatch between keywords queries and…

Information Retrieval · Computer Science 2017-07-13 Kyle Yingkai Gao , Jamie Callan

Medical systematic reviews play a vital role in healthcare decision making and policy. However, their production is time-consuming, limiting the availability of high-quality and up-to-date evidence summaries. Recent advancements in large…

Computation and Language · Computer Science 2023-10-19 Hye Sun Yun , Iain J. Marshall , Thomas A. Trikalinos , Byron C. Wallace

For the biomedical sciences, the Medical Subject Headings (MeSH) make available a rich feature which cannot currently be merged properly with widely used citing/cited data. Here, we provide methods and routines that make MeSH terms amenable…

Digital Libraries · Computer Science 2016-09-13 Loet Leydesdorff , Jordan A. Comins , Aaron A. Sorensen , Lutz Bornmann , Iina Hellsten

A systematic review identifies and collates various clinical studies and compares data elements and results in order to provide an evidence based answer for a particular clinical question. The process is manual and involves lot of time. A…

Information Retrieval · Computer Science 2016-06-22 Tanmay Basu , Shraman Kumar , Abhishek Kalyan , Priyanka Jayaswal , Pawan Goyal , Stephen Pettifer , Siddhartha R. Jonnalagadda

Objectives. Major research and implementation efforts have been devoted to indexing articles according to the major topics discussed, but much less effort to indexing their publication types and study designs (collectively, PTs). In this…

Digital Libraries · Computer Science 2026-05-01 Neil R. Smalheiser , Joe D. Menke , Arthur W. Holt , Halil Kilicoglu , Jodi Schneider

Medical Subject Heading (MeSH) indexing refers to the problem of assigning a given biomedical document with the most relevant labels from an extremely large set of MeSH terms. Currently, the vast number of biomedical articles in the PubMed…

Computation and Language · Computer Science 2022-04-29 Xindi Wang , Robert E. Mercer , Frank Rudzicz

Systematic reviews require the use of rigorously designed search strategies to ensure both comprehensive retrieval and minimization of bias. Conventional manual approaches, although methodologically systematic, are resource-intensive and…

Information Retrieval · Computer Science 2026-02-03 Fatima Nasser , Fouad Trad , Ammar Mohanna , Ghada El-Hajj Fuleihan , Ali Chehab

Objective: Semantic indexing of biomedical literature is usually done at the level of MeSH descriptors with several related but distinct biomedical concepts often grouped together and treated as a single topic. This study proposes a new…

Computation and Language · Computer Science 2023-10-06 Anastasios Nentidis , Thomas Chatzopoulos , Anastasia Krithara , Grigorios Tsoumakas , Georgios Paliouras

Knowledge workers (such as healthcare information professionals, patent agents and recruitment professionals) undertake work tasks where search forms a core part of their duties. In these instances, the search task is often complex and…

Information Retrieval · Computer Science 2021-06-28 Tony Russell-Rose , Philip Gooch , Udo Kruschwitz

With the rapid development of online medical platforms, consumer health questions (CHQs) are inefficient in diagnosis due to redundant information and frequent non-professional terms. The medical question summary (MQS) task aims to…

Computation and Language · Computer Science 2025-10-07 Chao Liu , Ling Luo , Tengxiao Lv , Huan Zhuang , Lejing Yu , Jian Wang , Hongfei Lin

Systematic reviews are crucial for synthesizing scientific evidence but remain labor-intensive, especially when extracting detailed methodological information. Large language models (LLMs) offer potential for automating methodological…

Computation and Language · Computer Science 2025-10-14 Wenqing Zhang , Trang Nguyen , Elizabeth A. Stuart , Yiqun T. Chen

Research profiles highlight scientists' research focus, enabling talent discovery and collaborations, but are often outdated. Automated, scalable methods are urgently needed to keep profiles current. We design and evaluate two Large…

Computation and Language · Computer Science 2026-01-07 Yilun Liang , Gongbo Zhang , Edward Sun , Betina Idnay , Yilu Fang , Fangyi Chen , Casey Ta , Yifan Peng , Chunhua Weng

With increasing and extensive use of electronic health records, clinicians are often under time pressure when they need to retrieve important information efficiently among large amounts of patients' health records in clinics. While a search…

Information Retrieval · Computer Science 2020-08-05 Zhiyun Ren , Bo Peng , Titus K. Schleyer , Xia Ning
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