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Explainable AI (XAI) holds the promise of advancing the implementation and adoption of AI-based tools in practice, especially in high-stakes environments like healthcare. However, most of the current research lacks input from end users, and…

Machine Learning · Computer Science 2025-08-06 T. E. Röber , R. Goedhart , S. İ. Birbil

The use of AI assistants, along with the challenges they present, has sparked significant debate within the community of computer science education. While these tools demonstrate the potential to support students' learning and instructors'…

Human-Computer Interaction · Computer Science 2023-11-14 Tianjia Wang , Daniel Vargas-Díaz , Chris Brown , Yan Chen

People experiencing severe distress increasingly use Large Language Model (LLM) chatbots as mental health support tools. Discussions on social media have described how engagements were lifesaving for some, but evidence suggests that…

Human-Computer Interaction · Computer Science 2025-05-12 Inhwa Song , Sachin R. Pendse , Neha Kumar , Munmun De Choudhury

In healthcare, the role of AI is continually evolving, and understanding the challenges its introduction poses on relationships between healthcare providers and patients will require a regulatory and behavioral approach that can provide a…

Computers and Society · Computer Science 2023-10-17 Chinasa T. Okolo , Michelle González Amador

Conversational human-AI interaction (CHAI) have recently driven mainstream adoption of AI. However, CHAI poses two key challenges for designers and researchers: users frequently have ambiguous goals and an incomplete understanding of AI…

Human-Computer Interaction · Computer Science 2025-01-31 Arthur Caetano , Kavya Verma , Atieh Taheri , Radha Kumaran , Zichen Chen , Jiaao Chen , Tobias Höllerer , Misha Sra

Providing the best customer experience is one of the primary concerns for the firms that are based online. The advancement of machine learning is revolutionising the company's attitude towards the client through improving the service…

Computation and Language · Computer Science 2022-07-22 Rejwan Bin Sulaiman

As AI-based clinical decision support (AI-CDS) is introduced in more and more aspects of healthcare services, HCI research plays an increasingly important role in designing for complementarity between AI and clinicians. However, current…

Human-Computer Interaction · Computer Science 2025-04-11 Venkatesh Sivaraman , Katelyn Morrison , Will Epperson , Adam Perer

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

Current AI approaches have frequently been used to help personalize many aspects of medical experiences and tailor them to a specific individuals' needs. However, while such systems consider medically-relevant information, they ignore…

Artificial Intelligence · Computer Science 2019-07-31 Mor Vered , Frank Dignum , Tim Miller

The increasing demand for mental health services has outpaced the availability of real training data to develop clinical professionals, leading to limited support for the diagnosis of depression. This shortage has motivated the development…

Computation and Language · Computer Science 2025-08-07 Xi Wang , Anxo Perez , Javier Parapar , Fabio Crestani

Failure to consider the characteristics, limitations, and abilities of diverse end-users during mobile apps development may lead to problems for end-users such as accessibility and usability issues. We refer to this class of problems as…

Software Engineering · Computer Science 2022-10-05 Hourieh Khalajzadeh , Mojtaba Shahin , Humphrey O. Obie , Pragya Agrawal , John Grundy

Conversational agents or chatbots are widely investigated and used across different fields including healthcare, education, and marketing. Still, the development of chatbots for assisting secure coding practices is in its infancy. In this…

Human-Computer Interaction · Computer Science 2022-05-13 Catherine Tony , Mohana Balasubramanian , Nicolás E. Díaz Ferreyra , Riccardo Scandariato

Artificial intelligence (AI) technology has been increasingly used in the implementation of advanced Clinical Decision Support Systems (CDSS). Research demonstrated the potential usefulness of AI-powered CDSS (AI-CDSS) in clinical decision…

Human-Computer Interaction · Computer Science 2021-01-14 Dakuo Wang , Liuping Wang , Zhan Zhang , Ding Wang , Haiyi Zhu , Yvonne Gao , Xiangmin Fan , Feng Tian

Large language models (LLMs) chatbots like ChatGPT are increasingly used for mental health support. They offer accessible, therapeutic support but also raise concerns about misinformation, over-reliance, and risks in high-stakes contexts of…

Computers and Society · Computer Science 2025-12-09 Lingyao Li , Xiaoshan Huang , Renkai Ma , Ben Zefeng Zhang , Haolun Wu , Fan Yang , Chen Chen

Online, people often recount their experiences turning to conversational AI agents (e.g., ChatGPT, Claude, Copilot) for mental health support -- going so far as to replace their therapists. These anecdotes suggest that AI agents have great…

Clinical research on smart health has an increasing demand for intelligent and clinic-oriented medical image computing algorithms and platforms that support various applications. To this end, we have developed SenseCare research platform,…

Human-Computer Interaction · Computer Science 2022-09-05 Qi Duan , Guotai Wang , Rui Wang , Chao Fu , Xinjun Li , Na Wang , Yechong Huang , Xiaodi Huang , Tao Song , Liang Zhao , Xinglong Liu , Qing Xia , Zhiqiang Hu , Yinan Chen , Shaoting Zhang

This study investigates the use of Artificial Intelligence (AI)-powered, multi-role chatbots as a means to enhance learning experiences and foster engagement in computer science education. Leveraging a design-based research approach, we…

Artificial Intelligence · Computer Science 2023-08-09 Cassie Chen Cao , Zijian Ding , Jionghao Lin , Frank Hopfgartner

AI chatbots, built using large language models, are increasingly integrated into society and mimic the patterns of human text exchanges. While previous research has raised concerns that humans may form romantic attachment to chatbots, the…

Human-Computer Interaction · Computer Science 2026-03-03 Julia Kieserman , Cat Mai , Sara Lignell , Lucy Qin , Athanasios Andreou , Damon McCoy , Rosanna Bellini

Artificial intelligence (AI) has the potential to revolutionize the drug discovery process, offering improved efficiency, accuracy, and speed. However, the successful application of AI is dependent on the availability of high-quality data,…

Recent research has supported that system explainability improves user trust and willingness to use medical AI for diagnostic support. In this paper, we use chest disease diagnosis based on X-Ray images as a case study to investigate user…

Human-Computer Interaction · Computer Science 2022-04-27 Yao Rong , Nora Castner , Efe Bozkir , Enkelejda Kasneci