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Artificial intelligence (AI) is poised to transform healthcare by enabling personalized and efficient care through data-driven insights. Although radiology is at the forefront of AI adoption, in practice, the potential of AI models is often…

Computer Vision and Pattern Recognition · Computer Science 2025-02-17 Benjamin D. Killeen , Bohua Wan , Aditya V. Kulkarni , Nathan Drenkow , Michael Oberst , Paul H. Yi , Mathias Unberath

Artificial intelligence is fundamentally changing how health content is encountered and acted upon across both the information and healthcare ecosystems. AI systems now generate claims, curate information, interpret symptoms, synthesize…

Computers and Society · Computer Science 2026-05-25 Matthew R. DeVerna , Harry Yaojun Yan , Kai-Cheng Yang , Filippo Menczer

Artificial Intelligence (AI) is an important driving force for the development and transformation of the financial industry. However, with the fast-evolving AI technology and application, unintentional bias, insufficient model validation,…

Machine Learning · Statistics 2019-12-17 Yukun Zhang , Longsheng Zhou

Artificial intelligence (AI) models trained using medical images for clinical tasks often exhibit bias in the form of disparities in performance between subgroups. Since not all sources of biases in real-world medical imaging data are…

Computer Vision and Pattern Recognition · Computer Science 2024-07-02 Emma A. M. Stanley , Raissa Souza , Anthony Winder , Vedant Gulve , Kimberly Amador , Matthias Wilms , Nils D. Forkert

Purpose of review: Artificial intelligence (AI) has become popular in medical applications, specifically as a clinical support tool for computer-aided diagnosis. These tools are typically employed on medical data (i.e., image, molecular…

Machine Learning · Computer Science 2022-06-08 Ahmad Chaddad , Yousef Katib , Lama Hassan

With the continuous advancement of technology, artificial intelligence has significantly impacted various fields, particularly healthcare. Generative models, a key AI technology, have revolutionized medical image generation, data analysis,…

Machine Learning · Computer Science 2024-10-10 Yuan Sun , Jorge Ortiz

Artificial intelligence (AI) systems have been increasingly adopted in the Manufacturing Industrial Internet (MII). Investigating and enabling the AI resilience is very important to alleviate profound impact of AI system failures in…

Artificial Intelligence · Computer Science 2025-03-04 Yingyan Zeng , Ismini Lourentzou , Xinwei Deng , Ran Jin

Mobile health has the potential to revolutionize health care delivery and patient engagement. In this work, we discuss how integrating Artificial Intelligence into digital health applications-focused on supply chain, patient management, and…

Machine Learning · Computer Science 2024-11-22 África Periáñez , Ana Fernández del Río , Ivan Nazarov , Enric Jané , Moiz Hassan , Aditya Rastogi , Dexian Tang

Artificial intelligence (AI) algorithms using deep learning have advanced the classification of skin disease images; however these algorithms have been mostly applied "in silico" and not validated clinically. Most dermatology AI algorithms…

Computer Vision and Pattern Recognition · Computer Science 2021-05-24 Roxana Daneshjou , Carrie Kovarik , Justin M Ko

The integration of artificial intelligence (AI) into medicine is remarkable, offering advanced diagnostic and therapeutic possibilities. However, the inherent opacity of complex AI models presents significant challenges to their clinical…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Binbin Wen , Yihang Wu , Tareef Daqqaq , Ahmad Chaddad

In recent years, Artificial Intelligence (AI) algorithms have been proven to outperform traditional statistical methods in terms of predictivity, especially when a large amount of data was available. Nevertheless, the "black box" nature of…

Machine Learning · Statistics 2021-10-14 Nicola Picchiotti , Marco Gori

The absolute dominance of Artificial Intelligence (AI) introduces unprecedented societal harms and risks. Existing AI risk assessment models focus on internal compliance, often neglecting diverse stakeholder perspectives and real-world…

Artificial Intelligence · Computer Science 2025-09-15 Sofia Vei , Paolo Giudici , Pavlos Sermpezis , Athena Vakali , Adelaide Emma Bernardelli

Autism Spectrum Disorder (ASD) represents a multifaceted neurodevelopmental condition marked by difficulties in social interaction, communication impediments, and repetitive behaviors. Despite progress in understanding ASD, its diagnosis…

Artificial Intelligence · Computer Science 2024-07-15 Hossein Mohammadi Rouzbahani , Hadis Karimipour

Artificial Intelligence (AI) is a broad field that is upturning mental health care in many ways, from addressing anxiety, depression, and stress to increasing access, personalization of treatment, and real-time monitoring that enhances…

Computers and Society · Computer Science 2025-01-22 Hari Mohan Pandey

Cyber attacks on the healthcare industry can have tremendous consequences and the attack surface expands continuously. In order to handle the steadily rising workload, an expanding amount of analog processes in healthcare institutions is…

Cryptography and Security · Computer Science 2024-09-20 Patrizia Heinl , Andrius Patapovas , Michael Pilgermann

With the growing prevalence of machine learning and artificial intelligence-based medical decision support systems, it is equally important to ensure that these systems provide patient outcomes in a fair and equitable fashion. This paper…

Machine Learning · Statistics 2024-10-30 Jeffrey Smith , Andre Holder , Rishikesan Kamaleswaran , Yao Xie

Aim: provide a methodological framework for the process of clinical tests, clinical acceptance, and scientific assessment of algorithms and software based on the artificial intelligence (AI) technologies. Clinical tests are considered as a…

Artificial Intelligence (AI) is making a significant impact in multiple areas like medical, military, industrial, domestic, law, arts as AI is capable to perform several roles such as managing smart factories, driving autonomous vehicles,…

Software Engineering · Computer Science 2022-01-17 Zubair Khaliq , Sheikh Umar Farooq , Dawood Ashraf Khan

Artificial intelligence (AI) is an extensive scientific discipline which enables computer systems to solve problems by emulating complex biological processes such as learning, reasoning and self-correction. This paper presents a…

Artificial Intelligence · Computer Science 2018-01-16 Javier Mata , Ignacio de Miguel , Ramó n J. Durá n , Noemí Merayo , Sandeep Kumar Singh , Admela Jukan , Mohit Chamania

AI-based image reconstruction models are increasingly deployed in clinical workflows to improve image quality from noisy data, such as low-dose X-rays or accelerated MRI scans. However, these models are typically evaluated using pixel-level…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Matteo Wohlrapp , Niklas Bubeck , Daniel Rueckert , William Lotter
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