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Medical students will almost inevitably encounter powerful medical AI systems early in their careers. Yet, contemporary medical education does not adequately equip students with the basic clinical proficiency in medical AI needed to use…

Artificial Intelligence · Computer Science 2021-09-08 Thomas P Quinn , Simon Coghlan

The popularisation of applying AI in businesses poses significant challenges relating to ethical principles, governance, and legal compliance. Although businesses have embedded AI into their day-to-day processes, they lack a unified…

Artificial Intelligence · Computer Science 2024-12-09 Haocheng Lin

In healthcare, artificial intelligence (AI) has been changing the way doctors and health experts take care of people. This paper will cover how AI is making major changes in the health care system, especially with nutrition. Various machine…

Human-Computer Interaction · Computer Science 2024-04-03 Ritu Ramakrishnan , Tianxiang Xing , Tianfeng Chen , Ming-Hao Lee , Jinzhu Gao

In the rapidly evolving domain of Artificial Intelligence (AI), the complex interaction between innovation and regulation has become an emerging focus of our society. Despite tremendous advancements in AI's capabilities to excel in specific…

Artificial Intelligence · Computer Science 2025-02-07 Nan Sun , Yuantian Miao , Hao Jiang , Ming Ding , Jun Zhang

In 2020, the U.S. Department of Defense officially disclosed a set of ethical principles to guide the use of Artificial Intelligence (AI) technologies on future battlefields. Despite stark differences, there are core similarities between…

Computers and Society · Computer Science 2023-08-07 David Oniani , Jordan Hilsman , Yifan Peng , COL , Ronald K. Poropatich , COL Jeremy C. Pamplin , LTC Gary L. Legault , Yanshan Wang

The healthcare industry has been revolutionized by the convergence of Artificial Intelligence of Medical Things (AIoMT), allowing advanced data-driven solutions to improve healthcare systems. With the increasing complexity of Artificial…

Computer Vision and Pattern Recognition · Computer Science 2024-03-08 Al Amin , Kamrul Hasan , Saleh Zein-Sabatto , Deo Chimba , Imtiaz Ahmed , Tariqul Islam

Artificial intelligence (AI) solutions that automatically extract information from digital histology images have shown great promise for improving pathological diagnosis. Prior to routine use, it is important to evaluate their predictive…

Artificial intelligence (AI) generally and machine learning (ML) specifically demonstrate impressive practical success in many different application domains, e.g. in autonomous driving, speech recognition, or recommender systems. Deep…

Artificial Intelligence · Computer Science 2018-01-02 Andreas Holzinger , Chris Biemann , Constantinos S. Pattichis , Douglas B. Kell

With the growing utilization of machine learning in healthcare, there is increasing potential to enhance healthcare outcomes. However, this also brings the risk of perpetuating biases in data and model design that can harm certain…

Machine Learning · Computer Science 2023-08-15 Shaina Raza , Parisa Osivand Pour , Syed Raza Bashir

Autonomous systems that generate scientific hypotheses, conduct experiments, and draft manuscripts have recently emerged as a promising paradigm for accelerating discovery. However, existing AI Scientists remain largely domain-agnostic,…

Artificial Intelligence · Computer Science 2026-03-31 Hongtao Wu , Boyun Zheng , Dingjie Song , Yu Jiang , Jianfeng Gao , Lei Xing , Lichao Sun , Yixuan Yuan

The rapid growth of Artificial Intelligence (AI) in healthcare has sparked interest in Trustworthy AI and AI Implementation Science, both of which are essential for accelerating clinical adoption. However, strict regulations, gaps between…

Quantitative Methods · Quantitative Biology 2026-03-06 Benoit L. Marteau , Andrew Hornback , Shaun Q. Tan , Christian Lowson , Jason Woloff , May D. Wang

The advent of Artificial intelligence has promising advantages that can be utilized to transform the landscape of software project development. The Software process framework consists of activities that constantly require routine human…

Software Engineering · Computer Science 2024-09-02 Mariyam Mahboob , Mohammed Rayyan Uddin Ahmed , Zoiba Zia , Mariam Shakeel Ali , Ayman Khaleel Ahmed

Healthcare is one of the most promising areas for machine learning models to make a positive impact. However, successful adoption of AI-based systems in healthcare depends on engaging and educating stakeholders from diverse backgrounds…

As artificial intelligence continues its unprecedented global expansion, accompanied by a proliferation of benefits, an increasing apprehension about the privacy and security implications of AI-enabled systems emerges. The pivotal question…

Computers and Society · Computer Science 2024-08-16 Daria Korobenko , Anastasija Nikiforova , Rajesh Sharma

Designing sustainable medical devices requires balancing environmental, economic, and social demands, yet trade-offs across these pillars are difficult to identify using manual assessment alone. Current methods depend heavily on expert…

Physics and Society · Physics 2025-12-16 Apala Chakrabarti

Ensuring equitable Artificial Intelligence (AI) in healthcare demands systems that make unbiased decisions across all demographic groups, bridging technical innovation with ethical principles. Foundation Models (FMs), trained on vast…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Dilermando Queiroz , Anderson Carlos , André Anjos , Lilian Berton

Research on decision support applications in healthcare, such as those related to diagnosis, prediction, treatment planning, etc., have seen enormously increased interest recently. This development is thanks to the increase in data…

Machine Learning · Computer Science 2021-03-25 Jussi Tohka , Mark van Gils

Across healthcare, agentic artificial intelligence (AI) systems are increasingly promoted as capable of autonomous action, yet in practice they currently operate under near-total human oversight due to safety, regulatory, and liability…

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

Artificial Intelligence (AI) is a double-edged sword: on one hand, AI promises to provide great advances that could benefit humanity, but on the other hand, AI poses substantial (even existential) risks. With advancements happening daily,…

Computers and Society · Computer Science 2024-02-05 Willem van der Maden , Derek Lomas , Malak Sadek , Paul Hekkert