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Artificial intelligence (AI) systems accelerate medical workflows and improve diagnostic accuracy in healthcare, serving as second-opinion systems. However, the unpredictability of AI errors poses a significant challenge, particularly in…

The implementation of Artificial Intelligence (AI) in household environments, especially in the form of proactive autonomous agents, brings about possibilities of comfort and attention as well as it comes with intra or extramural ethical…

Artificial Intelligence · Computer Science 2025-07-23 Joydeep Chandra , Satyam Kumar Navneet

Alzheimer's Disease (AD) is marked by significant inter-individual variability in its progression, complicating accurate prognosis and personalized care planning. This heterogeneity underscores the critical need for predictive models…

Machine Learning · Computer Science 2025-05-01 Gulsah Hancerliogullari Koksalmis , Bulent Soykan , Laura J. Brattain , Hsin-Hsiung Huang

This paper explores the potential of a multidisciplinary approach to testing and aligning artificial intelligence (AI), specifically focusing on large language models (LLMs). Due to the rapid development and wide application of LLMs,…

Computers and Society · Computer Science 2025-01-07 Ljubisa Bojic , Matteo Cinelli , Dubravko Culibrk , Boris Delibasic

With recent advancements in AI and computational tools, intelligent paradigms have emerged to enhance fields like shared autonomy and human-machine teaming in healthcare. Advanced AI algorithms (e.g., reinforcement learning) can…

Human-Computer Interaction · Computer Science 2025-06-23 MH Farhadi , Ali Rabiee , Sima Ghafoori , Anna Cetera , Wei Xu , Reza Abiri

Artificial intelligence (AI) based assistive systems, so called intelligent assistive technology (IAT) are becoming increasingly ubiquitous by each day. IAT helps people in improving their quality of life by providing intelligent assistance…

Computers and Society · Computer Science 2023-03-08 M. Salman Shaukat , J. -C. Põder , Sebastian Bader , Thomas Kirste

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

Increasing automation in the healthcare sector calls for a Hybrid Intelligence (HI) approach to closely study and design the collaboration of humans and autonomous machines. Ensuring that medical HI systems' decision-making is ethical is…

Human-Computer Interaction · Computer Science 2021-02-23 Jip van Stijn

Artificial intelligence (AI) assisting with antimicrobial prescribing raises significant moral questions. Utilising ethical frameworks alongside AI-driven systems, while considering infection specific complexities, can support moral…

Computers and Society · Computer Science 2022-12-06 William J Bolton , Cosmin Badea , Pantelis Georgiou , Alison Holmes , Timothy M Rawson

Although artificial intelligence (AI) is solving real-world challenges and transforming industries, there are serious concerns about its ability to behave and make decisions in a responsible way. Many AI ethics principles and guidelines for…

Artificial Intelligence · Computer Science 2022-07-22 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , David Douglas , Conrad Sanderson

Cutaneous malignancies demand early detection for favorable outcomes, yet current diagnostics suffer from inter-observer variability and access disparities. While AI shows promise, existing dermatological systems are limited by homogeneous…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Sher Khan , Raz Muhammad , Adil Hussain , Muhammad Sajjad , Muhammad Rashid

Human-in-the-loop validation is essential in safety-critical clinical AI, yet the transition between initial model inference and expert correction is rarely analyzed as a structured signal. We introduce a diagnostic alignment framework in…

Artificial Intelligence · Computer Science 2026-02-27 Dimitrios P. Panagoulias , Evangelia-Aikaterini Tsichrintzi , Georgios Savvidis , Evridiki Tsoureli-Nikita

Machine Learning (ML) has recently been demonstrated to rival expert-level human accuracy in prediction and detection tasks in a variety of domains, including medicine. Despite these impressive findings, however, a key barrier to the full…

Artificial Intelligence · Computer Science 2021-07-01 D. Fompeyrine , E. S. Vorm , N. Ricka , F. Rose , G. Pellegrin

Artificial intelligence (AI) continues to transform data analysis in many domains. Progress in each domain is driven by a growing body of annotated data, increased computational resources, and technological innovations. In medicine, the…

Computer Vision and Pattern Recognition · Computer Science 2023-08-09 Ahmad Chaddad , Qizong lu , Jiali Li , Yousef Katib , Reem Kateb , Camel Tanougast , Ahmed Bouridane , Ahmed Abdulkadir

Foundational models (FMs) have tremendous potential to revolutionize medical imaging. However, their deployment in real-world clinical settings demands extensive ethical considerations. This paper aims to highlight the ethical concerns…

Computers and Society · Computer Science 2024-06-19 Abhijit Das , Debesh Jha , Jasmer Sanjotra , Onkar Susladkar , Suramyaa Sarkar , Ashish Rauniyar , Nikhil Tomar , Vanshali Sharma , Ulas Bagci

Artificial intelligence and medicine have a longstanding and proficuous relationship. In the present work we develop a brief assessment of this relationship with specific focus on machine learning, in which we highlight some critical points…

Artificial Intelligence · Computer Science 2018-11-13 Flavio S Correa da Silva , Frederico P Costa , Antonio F Iemma

Artificial intelligence (AI) can potentially transform global health, but algorithmic bias can exacerbate social inequities and disparity. Trustworthy AI entails the intentional design to ensure equity and mitigate potential biases. To…

Artificial intelligence (AI) is becoming increasingly widespread in system development endeavors. As AI systems affect various stakeholders due to their unique nature, the growing influence of these systems calls for ethical considerations.…

Computers and Society · Computer Science 2020-06-17 Ville Vakkuri , Kai-Kristian Kemell , Pekka Abrahamsson

Large language models (LLMs) have shown considerable potential in supporting medical diagnosis. However, their effective integration into clinical workflows is hindered by physicians' difficulties in perceiving and trusting LLM…

Human-Computer Interaction · Computer Science 2026-01-28 Yuansong Xu , Yichao Zhu , Haokai Wang , Yuchen Wu , Yang Ouyang , Hanlu Li , Wenzhe Zhou , Xinyu Liu , Chang Jiang , Quan Li

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