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The continuous development of artificial intelligence (AI) theory has propelled this field to unprecedented heights, owing to the relentless efforts of scholars and researchers. In the medical realm, AI takes a pivotal role, leveraging…

Machine Learning · Computer Science 2024-12-04 Qiyang Sun , Alican Akman , Björn W. Schuller

Prognostic and diagnostic AI-based medical devices hold immense promise for advancing healthcare, yet their rapid development has outpaced the establishment of appropriate validation methods. Existing approaches often fall short in…

Machine Learning · Computer Science 2024-09-10 Florian Hellmeier , Kay Brosien , Carsten Eickhoff , Alexander Meyer

Deep generative models and synthetic medical data have shown significant promise in addressing key challenges in healthcare, such as privacy concerns, data bias, and the scarcity of realistic datasets. While research in this area has grown…

Machine Learning · Computer Science 2025-02-05 Krishan Agyakari Raja Babu , Supriti Mulay , Om Prabhu , Mohanasankar Sivaprakasam

Recent advances in artificial intelligence (AI) and machine learning have created a general perception that AI could be used to solve complex problems, and in some situations over-hyped as a tool that can be so easily used. Unfortunately,…

Artificial Intelligence · Computer Science 2018-04-27 Jinyang Gao , Wei Wang , Meihui Zhang , Gang Chen , H. V. Jagadish , Guoliang Li , Teck Khim Ng , Beng Chin Ooi , Sheng Wang , Jingren Zhou

The integration of artificial intelligence [AI] into clinical trials has revolutionized the process of drug development and personalized medicine. Among these advancements, deep learning and predictive modelling have emerged as…

Machine Learning · Computer Science 2024-12-11 Sydney Anuyah , Mallika K Singh , Hope Nyavor

At the heart of medicine lies the physician-patient dialogue, where skillful history-taking paves the way for accurate diagnosis, effective management, and enduring trust. Artificial Intelligence (AI) systems capable of diagnostic dialogue…

Comprehensive clinical documentation is crucial for effective healthcare delivery, yet it poses a significant burden on healthcare professionals, leading to burnout, increased medical errors, and compromised patient safety. This paper…

Artificial Intelligence · Computer Science 2024-05-29 Anjanava Biswas , Wrick Talukdar

In their everyday life, the speech recognition performance of human listeners is influenced by diverse factors, such as the acoustic environment, the talker and listener positions, possibly impaired hearing, and optional hearing devices.…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-02 Marc René Schädler

Medical Visual Language Models have shown great potential in various healthcare applications, including medical image captioning and diagnostic assistance. However, most existing models rely on text-based instructions, limiting their…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Tan-Hanh Pham , Chris Ngo , Trong-Duong Bui , Minh Luu Quang , Tan-Huong Pham , Truong-Son Hy

Artificial intelligence (AI) holds great promise for supporting clinical trials, from patient recruitment and endpoint assessment to treatment response prediction. However, deploying AI without safeguards poses significant risks,…

Machine Learning · Computer Science 2025-10-09 Yao Chen , David Ohlssen , Aimee Readie , Gregory Ligozio , Ruvie Martin , Thibaud Coroller

The integration of AI speech recognition technologies into healthcare has the potential to revolutionize clinical workflows and patient-provider communication. However, this study reveals significant gaps in inclusivity, with datasets and…

Computers and Society · Computer Science 2025-05-19 Retno Larasati

Safety cases, structured arguments that a system is acceptably safe, are becoming central to the governance of AI systems. Yet, traditional safety-case practices from aviation or nuclear engineering rely on well-specified system boundaries,…

Software Engineering · Computer Science 2026-03-09 Sung Une Lee , Liming Zhu , Md Shamsujjoha , Liming Dong , Qinghua Lu , Jieshan Chen , Lionel Briand

AI-driven speech-to-text (STT) documentation systems are increasingly adopted in clinical settings to reduce documentation burden and improve workflow efficiency. However, adoption has outpaced systematic evaluation of socio-technical risks…

Human-Computer Interaction · Computer Science 2026-03-31 Nelly Elsayed

Artificial Intelligence is rapidly advancing and radically impacting everyday life, driven by the increasing availability of computing power. Despite this trend, the adoption of AI in real-world healthcare is still limited. One of the main…

Artificial Intelligence · Computer Science 2024-12-02 Akshat Dubey , Zewen Yang , Georges Hattab

Evidence-based medicine promises to improve the quality of healthcare by empowering medical decisions and practices with the best available evidence. The rapid growth of medical evidence, which can be obtained from various sources, poses a…

Artificial intelligence-augmented technology represents a considerable opportunity for improving healthcare delivery. Significant progress has been made to demonstrate the value of complex models to enhance clinicians` efficiency in…

Human-Computer Interaction · Computer Science 2025-04-08 Mohammad Golam Kibria , Lauren Kucirka , Javed Mostafa

Artificial intelligence (AI) is increasingly integrated into modern healthcare, offering powerful support for clinical decision-making. However, in real-world settings, AI systems may experience performance degradation over time, due to…

Artificial Intelligence · Computer Science 2026-02-05 Hao Guan , David Bates , Li Zhou

Data-driven approaches are becoming more common as problem-solving techniques in many areas of research and industry. In most cases, machine learning models are the key component of these solutions, but a solution involves multiple such…

Artificial Intelligence · Computer Science 2019-06-20 Parisa Kordjamshidi , Dan Roth , Kristian Kersting

Traditional simulator-based training for maritime professionals is critical for ensuring safety at sea but often depends on subjective trainer assessments of technical skills, behavioral focus, communication, and body language, posing…

Human-Computer Interaction · Computer Science 2025-07-03 Vishakha Lall , Yisi Liu