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Related papers: Authority Signals in AI Cited Health Sources: A Fr…

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This study seeks to determine the authority signals used by Anthropic's Claude AI in its presentation of sources when answering consumer health questions. While there exists a great deal of discourse around the quality of health citations…

Computers and Society · Computer Science 2026-05-26 Erin T. Jacques , Erela Datuowei , Elizabeth Quaye , Corey H. Basch , Arijit Chatterjee , Juanita Davis

People increasingly rely on online sources for health information seeking due to their convenience and timeliness, traditionally using search engines like Google as the primary search agent. Recently, the emergence of generative Artificial…

Human-Computer Interaction · Computer Science 2024-03-18 Xin Sun , Rongjun Ma , Xiaochang Zhao , Zhuying Li , Janne Lindqvist , Abdallah El Ali , Jos A. Bosch

The growing accessibility of Large Language Models via conversational interfaces capable of responding to users' questions by drawing on, synthesizing, and citing information from the web (i.e., Generative Search Engines) has simplified the…

Information Retrieval · Computer Science 2026-05-25 Mowafak Allaham , Nicholas Diakopoulos

Trustworthy clinical advice is crucial but burdensome when seeking health support from professionals. Inaccessibility and financial burdens present obstacles to obtaining professional clinical advice, even when healthcare is available.…

Human-Computer Interaction · Computer Science 2024-02-14 Delong Du , Richard Paluch , Gunnar Stevens , Claudia Müller

People are increasingly seeking healthcare information from large language models (LLMs) via interactive chatbots, yet the nature and inherent risks of these conversations remain largely unexplored. In this paper, we filter large-scale…

Computation and Language · Computer Science 2025-09-23 Akshay Paruchuri , Maryam Aziz , Rohit Vartak , Ayman Ali , Best Uchehara , Xin Liu , Ishan Chatterjee , Monica Agrawal

Large language models (LLMs) increasingly answer queries by citing web sources, but existing evaluations emphasize answer correctness rather than evidence quality. We introduce SourceBench, a benchmark for measuring the quality of cited web…

Artificial Intelligence · Computer Science 2026-02-20 Hexi Jin , Stephen Liu , Yuheng Li , Simran Malik , Yiying Zhang

Large language models such as ChatGPT are increasingly explored in medical domains. However, the absence of standard guidelines for performance evaluation has led to methodological inconsistencies. This study aims to summarize the available…

Methodology · Statistics 2024-03-12 Qiuhong Wei , Zhengxiong Yao , Ying Cui , Bo Wei , Zhezhen Jin , Ximing Xu

Artificial intelligence is gaining traction in more ways than ever before. The popularity of language models and AI-based businesses has soared since ChatGPT was made available to the general public via OpenAI. It is becoming increasingly…

Computers and Society · Computer Science 2023-07-31 Prabin Sharma , Kisan Thapa , Dikshya Thapa , Prastab Dhakal , Mala Deep Upadhaya , Santosh Adhikari , Salik Ram Khanal

AI-powered search systems are emerging as new information gatekeepers, fundamentally transforming how users access news and information. Despite their growing influence, the citation patterns of these systems remain poorly understood. We…

Information Retrieval · Computer Science 2025-07-09 Kai-Cheng Yang

Effective patient care in digital healthcare requires large language models (LLMs) that not only answer questions but also actively gather critical information through well-crafted inquiries. This paper introduces HealthQ, a novel framework…

Computation and Language · Computer Science 2025-02-26 Ziyu Wang , Hao Li , Di Huang , Hye-Sung Kim , Chae-Won Shin , Amir M. Rahmani

Large Language Models (LLMs), with their flexible generation abilities, can be powerful data sources in domains with few or no available corpora. However, problems like hallucinations and biases limit such applications. In this case study,…

Computation and Language · Computer Science 2024-01-17 Simone Balloccu , Ehud Reiter , Vivek Kumar , Diego Reforgiato Recupero , Daniele Riboni

Rapid integration of large language models (LLMs) in health care is sparking global discussion about their potential to revolutionize health care quality and accessibility. At a time when improving health care quality and access remains a…

Computers and Society · Computer Science 2025-04-01 Troy Zada , Natalie Tam , Francois Barnard , Marlize Van Sittert , Venkat Bhat , Sirisha Rambhatla

Despite strong performance in medical question-answering, the clinical adoption of Large Language Models (LLMs) is critically hampered by their opaque 'black-box' reasoning, limiting clinician trust. This challenge is compounded by the…

Computer Vision and Pattern Recognition · Computer Science 2025-05-13 Chao Ding , Mouxiao Bian , Pengcheng Chen , Hongliang Zhang , Tianbin Li , Lihao Liu , Jiayuan Chen , Zhuoran Li , Yabei Zhong , Yongqi Liu , Haiqing Huang , Dongming Shan , Junjun He , Jie Xu

Purpose: Enhanced health literacy has been linked to better health outcomes; however, few interventions have been studied. We investigate whether large language models (LLMs) can serve as a medium to improve health literacy in children and…

Computation and Language · Computer Science 2023-11-17 Kanhai S. Amin , Linda Mayes , Pavan Khosla , Rushabh Doshi

The primary aim of this research was to address the limitations observed in the medical knowledge of prevalent large language models (LLMs) such as ChatGPT, by creating a specialized language model with enhanced accuracy in medical advice.…

Computation and Language · Computer Science 2023-06-27 Yunxiang Li , Zihan Li , Kai Zhang , Ruilong Dan , Steve Jiang , You Zhang

Large language models (LLMs) are currently being used to answer medical questions across a variety of clinical domains. Recent top-performing commercial LLMs, in particular, are also capable of citing sources to support their responses. In…

Computation and Language · Computer Science 2024-02-06 Kevin Wu , Eric Wu , Ally Cassasola , Angela Zhang , Kevin Wei , Teresa Nguyen , Sith Riantawan , Patricia Shi Riantawan , Daniel E. Ho , James Zou

This paper reports on an audit study of generative AI systems (ChatGPT, Bing Chat, and Perplexity) which investigates how these new search engines construct responses and establish authority for topics of public importance. We collected…

Information Retrieval · Computer Science 2024-05-24 Alice Li , Luanne Sinnamon

The way users acquire information is undergoing a paradigm shift with the advent of ChatGPT. Unlike conventional search engines, ChatGPT retrieves knowledge from the model itself and generates answers for users. ChatGPT's impressive…

Cryptography and Security · Computer Science 2023-10-06 Xinyue Shen , Zeyuan Chen , Michael Backes , Yang Zhang

Large language models (LLMs) are increasingly used to provide health advice, yet evidence on how their accuracy varies across languages, topics and information sources remains limited. We assess how linguistic and contextual factors affect…

General Economics · Economics 2026-02-25 Prashant Garg , Thiemo Fetzer

Advancements in artificial intelligence (AI) over the last decade demonstrate that machines can exhibit communicative behavior and influence how humans think, feel, and behave. In fact, the recent development of ChatGPT has shown that large…

Computation and Language · Computer Science 2024-02-23 Sue Lim , Ralf Schmälzle
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