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Objective: Our study objective is to design a feasible technology solution for health organizations to remove barriers to evidence-based clinical information retrieval, and improve Evidence-Based Practice. Methods: Literature from 2010 to…

Information Retrieval · Computer Science 2021-11-11 Alvet Miranda , Shah Jahan Miah

The act of sharing scientific knowledge is rapidly evolving away from traditional articles and presentations to the delivery of executable objects that integrate the data and computational details (e.g., scripts and workflows) upon which…

The representation of arbitrary data in a biological system is one of the most elusive elements of biological information processing. The often logarithmic nature of information in amplitude and frequency presented to biosystems prevents…

Neurons and Cognition · Quantitative Biology 2024-01-10 Tjeerd V. olde Scheper

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

Software Engineering · Computer Science 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Computational notebooks are widely used for data analysis. Their interleaved displays of code and execution results (e.g., visualizations) are welcomed since they enable iterative analysis and preserve the exploration process. However, the…

Human-Computer Interaction · Computer Science 2023-03-08 Haotian Li , Lu Ying , Haidong Zhang , Yingcai Wu , Huamin Qu , Yun Wang

Scientific writing involves retrieving, summarizing, and citing relevant papers, which can be time-consuming processes in large and rapidly evolving fields. By making these processes inter-operable, natural language processing (NLP)…

Computation and Language · Computer Science 2023-11-07 Nianlong Gu , Richard H. R. Hahnloser

Exploring causal relationships for qualitative data analysis in HCI and social science research enables the understanding of user needs and theory building. However, current computational tools primarily characterize and categorize…

Human-Computer Interaction · Computer Science 2026-02-09 Han Meng , Qiuyuan Lyu , Peinuan Qin , Yitian Yang , Renwen Zhang , Wen-Chieh Lin , Yi-Chieh Lee

The large amount of time clinicians spend sifting through patient notes and documenting in electronic health records (EHRs) is a leading cause of clinician burnout. By proactively and dynamically retrieving relevant notes during the…

Information Retrieval · Computer Science 2023-08-17 Sharon Jiang , Shannon Shen , Monica Agrawal , Barbara Lam , Nicholas Kurtzman , Steven Horng , David Karger , David Sontag

Causal inference and model interpretability are gaining increasing attention, particularly in the biomedical domain. Despite recent advance, decorrelating features in nonlinear environments with human-interpretable representations remains…

Machine Learning · Computer Science 2024-11-12 Junda Wang , Weijian Li , Han Wang , Hanjia Lyu , Caroline P. Thirukumaran , Addisu Mesfin , Hong Yu , Jiebo Luo

Clinical coding is the task of transforming medical information in a patient's health records into structured codes so that they can be used for statistical analysis. This is a cognitive and time-consuming task that follows a standard…

Computation and Language · Computer Science 2022-10-11 Hang Dong , Matúš Falis , William Whiteley , Beatrice Alex , Joshua Matterson , Shaoxiong Ji , Jiaoyan Chen , Honghan Wu

Scientific news reports serve as a bridge, adeptly translating complex research articles into reports that resonate with the broader public. The automated generation of such narratives enhances the accessibility of scholarly insights. In…

Computation and Language · Computer Science 2024-12-11 Dongqi Liu , Yifan Wang , Jia Loy , Vera Demberg

Legal professionals need to write analyses that rely on citations to relevant precedents, i.e., previous case decisions. Intelligent systems assisting legal professionals in writing such documents provide great benefits but are challenging…

Computation and Language · Computer Science 2024-06-28 Abe Bohan Hou , Orion Weller , Guanghui Qin , Eugene Yang , Dawn Lawrie , Nils Holzenberger , Andrew Blair-Stanek , Benjamin Van Durme

Rare diseases, including Inborn Errors of Metabolism (IEM), pose significant diagnostic challenges. Case reports serve as key but computationally underutilized resources to inform diagnosis. Clinical dense information extraction refers to…

Computation and Language · Computer Science 2025-05-26 Xiao Yu Cindy Zhang , Carlos R. Ferreira , Francis Rossignol , Raymond T. Ng , Wyeth Wasserman , Jian Zhu

Proper citation is of great importance in academic writing for it enables knowledge accumulation and maintains academic integrity. However, citing properly is not an easy task. For published scientific entities, the ever-growing academic…

Digital Libraries · Computer Science 2022-10-20 Jialiang Lin , Yao Yu , Jiaxin Song , Xiaodong Shi

Effective representation learning of electronic health records is a challenging task and is becoming more important as the availability of such data is becoming pervasive. The data contained in these records are irregular and contain…

Machine Learning · Computer Science 2020-05-05 Sajad Darabi , Mohammad Kachuee , Shayan Fazeli , Majid Sarrafzadeh

The availability of large data sets is providing an impetus for driving current artificial intelligent developments. There are, however, challenges for developing solutions with small data sets due to practical and cost-effective deployment…

Machine Learning · Computer Science 2024-05-17 Luca Gherardini , Varun Ravi Varma , Karol Capala , Roger Woods , Jose Sousa

Information Extraction is a well-researched area of Natural Language Processing with applications in web search and question answering concerned with identifying entities and relationships between them as expressed in a given context,…

Information Retrieval · Computer Science 2020-11-17 Erin Macdonald , Denilson Barbosa

Introduction: Big data in healthcare must be exploited to achieve a substantial increase in efficiency and competitiveness. Especially the analysis of patient-related data possesses huge potential to improve decision-making processes.…

This paper addresses a major challenge in acoustic event detection, in particular infant cry detection in the presence of other sounds and background noises: the lack of precise annotated data. We present two contributions for supervised…

Information Extraction (IE) from the tables present in scientific articles is challenging due to complicated tabular representations and complex embedded text. This paper presents TabLeX, a large-scale benchmark dataset comprising table…

Information Retrieval · Computer Science 2021-09-07 Harsh Desai , Pratik Kayal , Mayank Singh