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Clinical coding is crucial for healthcare billing and data analysis. Manual clinical coding is labour-intensive and error-prone, which has motivated research towards full automation of the process. However, our analysis, based on US English…

Computation and Language · Computer Science 2025-06-19 Yidong Gan , Maciej Rybinski , Ben Hachey , Jonathan K. Kummerfeld

The recommendation of medication is a vital aspect of intelligent healthcare systems, as it involves prescribing the most suitable drugs based on a patient's specific health needs. Unfortunately, many sophisticated models currently in use…

Information Retrieval · Computer Science 2025-01-28 Qidong Liu , Xian Wu , Xiangyu Zhao , Yuanshao Zhu , Zijian Zhang , Feng Tian , Yefeng Zheng

The number of biomedical research articles published has doubled in the past 20 years. Search engine based systems naturally center around searching, but researchers may not have a clear goal in mind, or the goal may be expressed in a query…

Digital Libraries · Computer Science 2017-10-25 Jessica Perrie , Yanqi Hao , Zack Hayat , Recep Colak , Kelly Lyons , Shankar Vembu , Sam Molyneux

Data-driven requirements engineering leverages the abundance of openly accessible and crowdsourced information on the web. By incorporating user feedback provided about a software product, such as reviews in mobile app stores, these…

Software Engineering · Computer Science 2023-07-27 Shadikur Rahman , Faiz Ahmed , Maleknaz Nayebi

Clinical notes are often stored in unstructured or semi-structured formats after extraction from electronic medical record (EMR) systems, which complicates their use for secondary analysis and downstream clinical applications. Reliable…

Computation and Language · Computer Science 2025-12-30 Risha Surana , Adrian Law , Sunwoo Kim , Rishab Sridhar , Angxiao Han , Peiyu Hong

Although large language models (LLMs) demonstrate expert-level medical knowledge, aligning their open-ended outputs with fine-grained clinician preferences remains challenging. Existing methods often rely on coarse objectives or unreliable…

Artificial Intelligence · Computer Science 2026-02-12 Shiwei Lyu , Xidong Wang , Lei Liu , Hao Zhu , Chaohe Zhang , Jian Wang , Jinjie Gu , Benyou Wang , Yue Shen

Using machine learning in clinical practice poses hard requirements on explainability, reliability, replicability and robustness of these systems. Therefore, developing reliable software for monitoring critically ill patients requires close…

Software Engineering · Computer Science 2021-03-16 Miroslaw Staron , Helena Odenstedt Hergés , Silvana Naredi , Linda Block , Ali El-Merhi , Richard Vithal , Mikael Elam

Time series forecasting has applications across domains and industries, especially in healthcare, but the technical expertise required to analyze data, build models, and interpret results can be a barrier to using these techniques. This…

Machine Learning · Computer Science 2025-12-10 Aaron D. Mullen , Daniel R. Harris , Svetla Slavova , V. K. Cody Bumgardner

Developing safe, effective, and practically useful clinical prediction models (CPMs) traditionally requires iterative collaboration between clinical experts, data scientists, and informaticists. This process refines the often small but…

Artificial Intelligence · Computer Science 2026-01-15 Jean Feng , Avni Kothari , Patrick Vossler , Andrew Bishara , Lucas Zier , Newton Addo , Aaron Kornblith , Yan Shuo Tan , Chandan Singh

This study reports the findings of qualitative interview sessions conducted with ICU clinicians for the co-design of a system user interface of an artificial intelligence (AI)-driven clinical decision support (CDS) system. This system…

Human-Computer Interaction · Computer Science 2025-03-13 Andrea E. Davidson , Jessica M. Ray , Ayush K. Patel , Yulia Strekalova Levites , Parisa Rashidi , Azra Bihorac

We selected 29 medical imaging projects from 48 candidates, assessed 10 software qualities by answering 108 questions for each software project, and interviewed 8 of the 29 development teams. Based on the quantitative data, we ranked the MI…

Software Engineering · Computer Science 2024-05-21 W. Spencer Smith , Ao Dong , Jacques Carette , Michael D. Noseworthy

Agile software development principles and values have been widely adopted across various industries, influencing products and services globally. Despite its increasing popularity, a significant gap remains between research and practical…

Software Engineering · Computer Science 2025-07-16 Michael Neumann , Eva-Maria Schön , Mali Senapathi , Maria Rauschenberger , Tiago Silva da Silva

Objective. Clinical AI documentation systems require evaluation methodologies that are clinically valid, economically viable, and sensitive to iterative changes. Methods requiring expert review per scoring instance are too slow and…

Artificial Intelligence · Computer Science 2026-04-28 Aaryan Shah , Andrew Hines , Alexia Downs , Denis Bajet , Paulius Mui , Fabiano Araujo , Laura Offutt , Aida Rutledge , Elizabeth Jimenez

We sought to explore and compare the perspectives of three key stakeholder groups: older adults, caregivers (formal health providers and informal caregivers), and digital health software developers on key functional and non-functional…

Software Engineering · Computer Science 2026-05-22 Yuqing Xiao , John Grundy , Anuradha Madugalla , Elizabeth Manias

The Data Distribution Service (DDS) is a widely used communication specification for real-time mission-critical systems that follow the principles of publish-subscribe middleware. DDS has an extensive set of quality of service (QoS)…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-26 Kaleem Peeroo , Peter Popov , Vladimir Stankovic

The main aim of this study is to develop a theoretical framework for the success of Web portals in promoting task innovation. This is deemed significant as yet little research has tackled this important domain from the business intelligence…

Other Computer Science · Computer Science 2012-08-07 Dima Jalal , Mutaz M. Al-Debei

As Artificial Intelligence (AI) permeates many aspects of society, it brings numerous advantages while at the same time raising ethical concerns and potential risks, such as perpetuating inequalities through biased or discriminatory…

Computers and Society · Computer Science 2023-11-28 Muneera Bano , Didar Zowghi , Vincenzo Gervasi , Rifat Shams

Health care is one of the most exciting frontiers in data mining and machine learning. Successful adoption of electronic health records (EHRs) created an explosion in digital clinical data available for analysis, but progress in machine…

Machine Learning · Statistics 2019-08-13 Hrayr Harutyunyan , Hrant Khachatrian , David C. Kale , Greg Ver Steeg , Aram Galstyan

Clinical studies often require understanding elements of a patient's narrative that exist only in free text clinical notes. To transform notes into structured data for downstream use, these elements are commonly extracted and normalized to…

Computation and Language · Computer Science 2020-08-03 Monica Agrawal , Chloe O'Connell , Yasmin Fatemi , Ariel Levy , David Sontag

Medical imaging plays a vital role in modern diagnostics; however, interpreting high-resolution radiological data remains time-consuming and susceptible to variability among clinicians. Traditional image processing techniques often lack the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Melika Filvantorkaman , Maral Filvan Torkaman