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Building trustworthy AI systems for mental health support is a shared priority across stakeholders from multiple disciplines. However, "trustworthy" remains loosely defined and inconsistently operationalized. AI research often focuses on…

Computation and Language · Computer Science 2026-04-23 Xin Sun , Yue Su , Yifan Mo , Qingyu Meng , Yuxuan Li , Saku Sugawara , Mengyuan Zhang , Charlotte Gerritsen , Sander L. Koole , Koen Hindriks , Jiahuan Pei

In this paper we propose an advanced approach to integrating artificial intelligence (AI) into healthcare: autonomous decision support. This approach allows the AI algorithm to act autonomously for a subset of patient cases whilst serving a…

Artificial Intelligence · Computer Science 2025-03-25 Yan Jia , Harriet Evans , Zoe Porter , Simon Graham , John McDermid , Tom Lawton , David Snead , Ibrahim Habli

Recently, there has been growing attention on behalf of both academic and practice communities towards the ability of Artificial Intelligence (AI) systems to operate responsibly and ethically. As a result, a plethora of frameworks and…

Computers and Society · Computer Science 2024-07-18 Maria Teresa Baldassarre , Domenico Gigante , Marcos Kalinowski , Azzurra Ragone , Sara Tibidò

This paper aims to provide an overview of the ethical concerns in artificial intelligence (AI) and the framework that is needed to mitigate those risks, and to suggest a practical path to ensure the development and use of AI at the United…

Computers and Society · Computer Science 2021-04-27 Lambert Hogenhout

Large artificial intelligence (AI) models have garnered significant attention for their remarkable, often "superhuman", performance on standardized benchmarks. However, when these models are deployed in high-stakes verticals such as…

Artificial Intelligence · Computer Science 2025-09-26 Gaurav Verma , Jiawei Zhou , Mohit Chandra , Srijan Kumar , Munmun De Choudhury

The significant increase in the number of individuals with chronic ailments (including the elderly and disabled) has dictated an urgent need for an innovative model for healthcare systems. The evolved model will be more personalized and…

Computers and Society · Computer Science 2021-07-09 Mahmoud Nasr , MD. Milon Islam , Shady Shehata , Fakhri Karray , Yuri Quintana

As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as…

Computers and Society · Computer Science 2023-10-02 Conrad Sanderson , Qinghua Lu , David Douglas , Xiwei Xu , Liming Zhu , Jon Whittle

With the increasing adoption of Artificial Intelligence (AI) systems in high-stake domains, such as healthcare, effective collaboration between domain experts and AI is imperative. To facilitate effective collaboration between domain…

Human-Computer Interaction · Computer Science 2024-05-24 Aditya Bhattacharya , Simone Stumpf , Katrien Verbert

Artificial intelligence (AI) has huge potential to improve the health and well-being of people, but adoption in clinical practice is still limited. Lack of transparency is identified as one of the main barriers to implementation, as…

Artificial Intelligence · Computer Science 2021-01-06 Aniek F. Markus , Jan A. Kors , Peter R. Rijnbeek

Medicine is inherently pluralistic. Principles such as autonomy, beneficence, nonmaleficence, and justice routinely conflict, and such ethical dilemmas often sharply divide reasonable physicians. Good clinical practice navigates these…

Artificial intelligence (AI) systems increasingly shape how people access health information, make medical decisions, and receive care -- yet epidemiology lacks frameworks for measuring AI exposure or studying its health effects at the…

Other Statistics · Statistics 2026-04-16 Harsh Parikh , Tyler McCormick , Emily Johnson , Leo Hickey , Megan Ranney , Bhramar Mukherjee

High-stakes prediction tasks (e.g., patient diagnosis) are often handled by trained human experts. A common source of concern about automation in these settings is that experts may exercise intuition that is difficult to model and/or have…

Machine Learning · Statistics 2024-11-26 Rohan Alur , Loren Laine , Darrick K. Li , Manish Raghavan , Devavrat Shah , Dennis Shung

The combination of data analysis methods, increasing computing capacity, and improved sensors enable quantitative granular, multi-scale, cell-based analyses. We describe the rich set of application challenges related to tissue…

Artificial Intelligence · Computer Science 2022-06-16 Rajarsi Gupta , Jakub Kaczmarzyk , Soma Kobayashi , Tahsin Kurc , Joel Saltz

Artificial intelligence (AI) methods have been proposed for the prediction of social behaviors which could be reasonably understood from patient-reported information. This raises novel ethical concerns about respect, privacy, and control…

Early diagnosis of diseases holds the potential for deep transformation in healthcare by enabling better treatment options, improving long-term survival and quality of life, and reducing overall cost. With the advent of medical big data,…

Machine Learning · Computer Science 2023-11-29 Tim Schubert , Richard W Peck , Alexander Gimson , Camelia Davtyan , Mihaela van der Schaar

The past years have presented a surge in (AI) development, fueled by breakthroughs in deep learning, increased computational power, and substantial investments in the field. Given the generative capabilities of more recent AI systems, the…

Artificial intelligence (AI) holds great promise to empower us with knowledge and augment our effectiveness. We can -- and must -- ensure that we keep humans safe and in control, particularly with regard to government and public sector…

Artificial Intelligence · Computer Science 2019-10-09 Carol J. Smith

This paper explores the development of an ethical guardrail framework for AI systems, emphasizing the importance of customizable guardrails that align with diverse user values and underlying ethics. We address the challenges of AI ethics by…

Computers and Society · Computer Science 2024-11-25 Kristina Šekrst , Jeremy McHugh , Jonathan Rodriguez Cefalu

Today's AI systems for medical decision support often succeed on benchmark datasets in research papers but fail in real-world deployment. This work focuses on the decision making of sepsis, an acute life-threatening systematic infection…

Human-Computer Interaction · Computer Science 2024-02-27 Shao Zhang , Jianing Yu , Xuhai Xu , Changchang Yin , Yuxuan Lu , Bingsheng Yao , Melanie Tory , Lace M. Padilla , Jeffrey Caterino , Ping Zhang , Dakuo Wang

Artificial Intelligence (AI) is revolutionizing emergency medicine by enhancing diagnostic processes and improving patient outcomes. This article provides a review of the current applications of AI in emergency imaging studies, focusing on…

Image and Video Processing · Electrical Eng. & Systems 2025-03-20 Gustavo Correia , Victor Alves , Paulo Novais