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Clinical decision support systems combine knowledge and data from a variety of sources, represented by quantitative models based on stochastic methods, or qualitative based rather on expert heuristics and deductive reasoning. At the same…

Artificial Intelligence · Computer Science 2020-01-22 Ying Shen , Jacquet-Andrieu Armelle , Joël Colloc

Current clinical decision support systems (CDSSs) typically base their predictions on correlation, not causation. In recent years, causal machine learning (ML) has emerged as a promising way to improve decision-making with CDSSs by offering…

Human-Computer Interaction · Computer Science 2026-04-17 Domenique Zipperling , Lukas Schmidt , Benedikt Hahn , Niklas Kühl , Steven Kimbrough

As machine learning (ML)-based decision support tools proliferate in clinical practice, understanding how clinicians integrate personalized ML predictions alongside randomized controlled trial (RCT) evidence is critical. We designed a…

Human-Computer Interaction · Computer Science 2026-05-19 Zeshan Hussain , Barbara D. Lam , Fernando A. Acosta-Perez , Irbaz Bin Riaz , Maia Jacobs , Andrew J. Yee , David Sontag

Clinical decision support systems (CDSS) are widely used to assist with medical decision making. However, CDSS typically require manually curated rules and other data which are difficult to maintain and keep up-to-date. Recent systems…

Human-Computer Interaction · Computer Science 2020-11-20 Zhuochen Jin , Jingshun Yang , Shuyuan Cui , David Gotz , Jimeng Sun , Nan Cao

A software agent may be a member of a Multi-Agent System (MAS) which is collectively performing a range of complex and intelligent tasks. In the hospital, scheduling decisions are finding difficult to schedule because of the dynamic changes…

Artificial Intelligence · Computer Science 2012-06-11 G. Mageshwari , E. Grace Mary Kanaga

With the introduction of the Electric Health Records, large amounts of digital data become available for analysis and decision support. When physicians are prescribing treatments to a patient, they need to consider a large range of data…

Machine Learning · Computer Science 2016-12-05 Yinchong Yang , Peter A. Fasching , Markus Wallwiener , Tanja N. Fehm , Sara Y. Brucker , Volker Tresp

This paper presents and discusses the results of a small scoping survey of Clinical Decision Support System (CDSS) users from the Medical Algorithms Company website which hosts 24,000 different CDSS. These results are analysed, discussed,…

Computers and Society · Computer Science 2018-01-25 Simon Thorne

Recent advances in the data-driven medicine approach, which integrates ethically managed and explainable artificial intelligence into clinical decision support systems (CDSS), are critical to ensure reliable and effective patient care. This…

Artificial Intelligence · Computer Science 2025-09-23 Ying-Jung Chen , Ahmad Albarqawi , Chi-Sheng Chen

Development of Cyber Physical Systems (CPSs) requires close interaction between developers with expertise in many domains to achieve ever-increasing demands for improved performance, reduced cost, and more system autonomy. Each engineering…

Software Engineering · Computer Science 2020-04-14 Charles Hartsell , Nagabhushan Mahadevan , Harmon Nine , Ted Bapty , Abhishek Dubey , Gabor Karsai

Emergency department (ED) overcrowding and the complexity of rapid decision-making in critical care settings pose significant challenges to healthcare systems worldwide. While clinical decision support systems (CDSS) have shown promise, the…

Artificial Intelligence · Computer Science 2024-08-28 Seungjun Han , Wongyung Choi

Clinical decision support systems (CDSS) augmented with artificial intelligence (AI) models are emerging as potentially valuable tools in healthcare. Despite their promise, the development and implementation of these systems typically…

Human-Computer Interaction · Computer Science 2023-03-08 Grace Golden , Christina Popescu , Sonia Israel , Kelly Perlman , Caitrin Armstrong , Robert Fratila , Myriam Tanguay-Sela , David Benrimoh

This research paper outlines the development and implementation of a novel Clinical Decision Support System (CDSS) that integrates AI predictive modeling with medical knowledge bases. It utilizes the quantifiable information elements in lab…

Artificial Intelligence · Computer Science 2026-03-17 Muhammad Hammad Maqsood , Mubashir Sajid , Khubaib Ahmed , Muhammad Usamah Shahid , Muddassar Farooq

Smart Infusion Pumps are vital tools for use in administering a broad range of parenteral/intravenous medications. Safe and effective use of smart infusion pumps depends upon their integration with Pump Servers, Computerized Physician Order…

Computers and Society · Computer Science 2016-03-25 Nyagudi Musandu Nyagudi

Clinical Decision Support Systems (CDSSs) provide reasoning and inquiry guidance for physicians, yet they face notable challenges, including high maintenance costs and low generalization capability. Recently, Large Language Models (LLMs)…

Computation and Language · Computer Science 2026-04-24 Yue Guo , Fanfu Wang , Jianwei Lv , Xincheng Shi , Yuchen Li , Youya Wang , Yunsheng Zeng , Yujing Liu , Yunhao Qiao , Gen Li , Junfeng Wang , Bo Yuan

Artificial intelligence (AI)-based clinical decision support systems (CDSS) promise to enhance diagnostic accuracy and efficiency in computational pathology. However, human-AI collaboration might introduce automation bias, where users…

Human-Computer Interaction · Computer Science 2024-11-05 Emely Rosbach , Jonathan Ganz , Jonas Ammeling , Andreas Riener , Marc Aubreville

Coordination between organizations on strategic, tactical and operation levels leads to more effective and efficient supply chains. Supply chain management is increasing day by day in modern enterprises. The environment is becoming…

Multiagent Systems · Computer Science 2009-11-05 Ritu Sindhu , Abdul Wahid , G. N. Purohit

Traditional AI-based healthcare systems often rely on single-modal data, limiting diagnostic accuracy due to incomplete information. However, recent advancements in foundation models show promising potential for enhancing diagnosis…

Artificial Intelligence · Computer Science 2025-03-24 Sihan Wang , Suiyang Jiang , Yibo Gao , Boming Wang , Shangqi Gao , Xiahai Zhuang

In the current competitive environment, it is crucial for manufacturers to make the best decisions in the shortest time, in order to optimize the efficiency and effectiveness of the manufacturing systems. These decisions reach from the…

Artificial Intelligence · Computer Science 2020-06-16 Fadwa Oukhay , Pascale Zaraté , Taieb Romdhane

Psychotherapy delivery relies on a negotiation between patient self-reports and clinical intuition. Growing evidence for technological support of psychotherapy suggests opportunities to aid the mediation of this tension. To explore this…

Human-Computer Interaction · Computer Science 2026-03-05 Cynthia M. Baseman , Myeonghan Ryu , Nathaniel Swinger , Kefan Xu , Andrew M. Sherrill , Rosa I. Arriaga

Decades' advances in digital health technologies, such as electronic health records, have largely streamlined routine clinical processes. Yet, most these systems are still hard to learn and use: Clinicians often face the burden of managing…

Artificial Intelligence · Computer Science 2025-09-16 Jared Zhu , Junde Wu
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