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The rapid advancement of Large Language Models (LLMs) has stimulated interest in multi-agent collaboration for addressing complex medical tasks. However, the practical advantages of multi-agent collaboration approaches remain insufficiently…

Artificial Intelligence · Computer Science 2025-10-31 Yinghao Zhu , Ziyi He , Haoran Hu , Xiaochen Zheng , Xichen Zhang , Zixiang Wang , Junyi Gao , Liantao Ma , Lequan Yu

Scientific publications about machine learning in healthcare are often about implementing novel methods and boosting the performance - at least from a computer science perspective. However, beyond such often short-lived improvements, much…

Industry 4.0 in health care has evolved drastically over the past century. In fact, it is evolving every day, with new tools and strategies being developed by physicians and researchers alike. Health care and technology have been…

Computers and Society · Computer Science 2022-01-19 Md Manjurul Ahsan , Zahed Siddique

Clinicians decisions are becoming more and more evidence-based meaning in no other field the big data analytics so promising as in healthcare. Due to the sheer size and availability of healthcare data, big data analytics has revolutionized…

Other Statistics · Statistics 2020-04-21 Arshia Rehman , Saeeda Naz , Imran Razzak

A clinical dashboard for a patient's diabetes condition helps physicians to make better decisions based on readily available information. OpenMRS is a widely used open-source electronic health records system but does not provide a…

Human-Computer Interaction · Computer Science 2019-10-28 Bhanu Teja Yandrapalli , Josette Jones , Saptarshi Purkayastha

We contribute a deep-learning-based method that assists in designing analytical dashboards for analyzing a data table. Given a data table, data workers usually need to experience a tedious and time-consuming process to select meaningful…

Human-Computer Interaction · Computer Science 2021-07-19 Aoyu Wu , Yun Wang , Mengyu Zhou , Xinyi He , Haidong Zhang , Huamin Qu , Dongmei Zhang

This paper highlights the need to bring document classification benchmarking closer to real-world applications, both in the nature of data tested ($X$: multi-channel, multi-paged, multi-industry; $Y$: class distributions and label set…

Computer Vision and Pattern Recognition · Computer Science 2023-11-01 Jordy Van Landeghem , Sanket Biswas , Matthew B. Blaschko , Marie-Francine Moens

Multimodal data modeling has emerged as a powerful approach in clinical research, enabling the integration of diverse data types such as imaging, genomics, wearable sensors, and electronic health records. Despite its potential to improve…

The increasing availability of large collections of electronic health record (EHR) data and unprecedented technical advances in deep learning (DL) have sparked a surge of research interest in developing DL based clinical decision support…

Machine Learning · Computer Science 2021-12-07 Di Jin , Elena Sergeeva , Wei-Hung Weng , Geeticka Chauhan , Peter Szolovits

Dashboards have arguably been the most used visualizations during the COVID-19 pandemic. They were used to communicate its evolution to national governments for disaster mitigation, to the public domain to inform about its status, and to…

Human-Computer Interaction · Computer Science 2025-03-21 Alessio Arleo , Rita Borgo , Jörn Kohlhammer , Roy Ruddle , Holger Scharlach , Xiaoru Yuan

The construction of an interactive dashboard involves deciding on what information to present and how to display it and implementing those design decisions to create an operational dashboard. Traditionally, a dashboard's design is implied…

Human-Computer Interaction · Computer Science 2022-05-17 Liuyue Jiang , Nguyen Khoi Tran , M. Ali Babar

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

Databases · Computer Science 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

As AI systems become increasingly capable and autonomous, domain experts' roles are shifting from performing tasks themselves to overseeing AI-generated outputs. Such oversight is critical, as undetected errors can have serious consequences…

Human-Computer Interaction · Computer Science 2026-03-05 Cedric Faas , Sophie Kerstan , Richard Uth , Markus Langer , Anna Maria Feit

Digital twin (DT) technology holds immense potential for transforming healthcare systems through real-time monitoring, predictive analysis, and agile interventions to support various decision-making needs. However, its successful…

Computers and Society · Computer Science 2025-08-05 Md Doulotuzzaman Xames , Taylan G. Topcu

Effective summarization of unstructured patient data in electronic health records (EHRs) is crucial for accurate diagnosis and efficient patient care, yet clinicians often struggle with information overload and time constraints. This review…

Computers and Society · Computer Science 2024-07-25 Chanseo Lee , Kimon-Aristotelis Vogt , Sonu Kumar

Dashboards, which comprise multiple views on a single display, help analyze and communicate multiple perspectives of data simultaneously. However, creating effective and elegant dashboards is challenging since it requires careful and…

Human-Computer Interaction · Computer Science 2023-07-04 Yanna Lin , Haotian Li , Aoyu Wu , Yong Wang , Huamin Qu

eHealth technologies have been increasingly used to foster proactive self-management skills for patients with chronic diseases. However, it is challenging to provide each user with their desired support due to the dynamic and diverse nature…

Human-Computer Interaction · Computer Science 2023-12-20 Wei Wang , Hourieh Khalajzadeh , Anuradha Madugalla , Jennifer Mcintosh , Humphrey Obie

In the medical image analysis field, organizing challenges with associated workshops at international conferences began in 2007 and has grown to include over 150 challenges. Several of these challenges have had a major impact in the field.…

Computers and Society · Computer Science 2018-11-08 Adrienne M. Mendrik , Stephen R. Aylward

Today, healthcare has become one of the largest and most fast-paced industries due to the rapid development of digital healthcare technologies. The fundamental thing to enhance healthcare services is communicating and linking massive…

This study examines the challenges hospitals encounter in managing human resources and proposes potential solutions. It provides an overview of current HR practices in hospitals, highlighting key issues affecting recruitment, retention, and…

Computers and Society · Computer Science 2024-10-08 Syeda Aynul Karim , Md. Juniadul Islam