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Related papers: Towards Conversational Diagnostic AI

200 papers

Large Language Model (LLM)-Powered Conversational Agents have the potential to provide users with scaled behavioral healthcare support, and potentially even deliver full-scale "AI therapy'" in the future. While such agents can already…

Computation and Language · Computer Science 2024-12-23 Robert Wasenmüller , Kevin Hilbert , Christoph Benzmüller

In this study, we investigate the feasibility of using a human-centered artificial intelligence (AI) chat platform where medical specialists collaboratively assess complex cases. As the target population for this platform, we focus on…

Human-Computer Interaction · Computer Science 2025-03-24 Shinnosuke Sawano , Satoshi Kodera

Recent artificial intelligence (AI) systems have reached milestones in "grand challenges" ranging from Go to protein-folding. The capability to retrieve medical knowledge, reason over it, and answer medical questions comparably to…

Automatic diagnosis is a significant application of AI in healthcare, where diagnoses are generated based on the symptom description of patients. Previous works have approached this task directly by modeling the relationship between the…

Computation and Language · Computer Science 2024-01-30 Haochun Wang , Sendong Zhao , Zewen Qiang , Nuwa Xi , Bing Qin , Ting Liu

Large language models (LLMs) show promise for tailored healthcare communication but face challenges in interpretability and multi-task integration particularly for domain-specific needs like myopia, and their real-world effectiveness as…

Human-Computer Interaction · Computer Science 2025-07-29 Yue Wu , Xiaolan Chen , Weiyi Zhang , Shunming Liu , Wing Man Rita Sum , Xinyuan Wu , Xianwen Shang , Chea-su Kee , Mingguang He , Danli Shi

Screening patients for clinical trial eligibility remains a manual, time-consuming, and resource-intensive process. We present a secure, scalable proof-of-concept system for Artificial Intelligence (AI)-augmented patient-trial matching that…

Dermatological care via telemedicine often lacks the rich context of in-person visits. Clinicians must make diagnoses based on a handful of images and brief descriptions, without the benefit of physical exams, second opinions, or reference…

Artificial Intelligence · Computer Science 2025-08-27 Karishma Thakrar , Shreyas Basavatia , Akshay Daftardar

Artificial intelligence (AI) has gained significant attention in healthcare consultation due to its potential to improve clinical workflow and enhance medical communication. However, owing to the complex nature of medical information, large…

Computation and Language · Computer Science 2024-03-05 Xiaolan Chen , Ziwei Zhao , Weiyi Zhang , Pusheng Xu , Le Gao , Mingpu Xu , Yue Wu , Yinwen Li , Danli Shi , Mingguang He

Clinician skepticism toward opaque AI hinders adoption in high-stakes healthcare. We present AICare, an interactive and interpretable AI copilot for collaborative clinical decision-making. By analyzing longitudinal electronic health…

Human-Computer Interaction · Computer Science 2026-02-03 Yinghao Zhu , Dehao Sui , Zixiang Wang , Xuning Hu , Lei Gu , Yifan Qi , Tianchen Wu , Ling Wang , Yuan Wei , Wen Tang , Zhihan Cui , Yasha Wang , Lequan Yu , Ewen M Harrison , Junyi Gao , Liantao Ma

Evaluating large language models (LLMs) has recently emerged as a critical issue for safe and trustworthy application of LLMs in the medical domain. Although a variety of static medical question-answering (QA) benchmarks have been proposed,…

Computation and Language · Computer Science 2025-12-12 Gyutaek Oh , Sangjoon Park , Byung-Hoon Kim

The professionalism of a human doctor in outpatient service depends on two core abilities: the ability to make accurate medical decisions and the medical consultation skill to conduct strategic, empathetic patient inquiry. Existing Large…

Artificial Intelligence · Computer Science 2026-03-03 Yunghwei Lai , Kaiming Liu , Ziyue Wang , Weizhi Ma , Yang Liu

Artificial intelligence has dramatically reshaped our interaction with digital technologies, ushering in an era where advancements in AI algorithms and Large Language Models (LLMs) have natural language processing (NLP) systems like…

Computation and Language · Computer Science 2024-06-12 Masoumeh Farhadi Nia , Mohsen Ahmadi , Elyas Irankhah

Serious illness communication (SIC) in end-of-life care faces challenges such as emotional stress, cultural barriers, and balancing hope with honesty. Despite its importance, one of the few available ways for clinicians to practice SIC is…

Human-Computer Interaction · Computer Science 2025-05-06 Kurtis Haut , Masum Hasan , Thomas Carroll , Ronald Epstein , Taylan Sen , Ehsan Hoque

Clinical dialogue represents a complex duality requiring both the empathetic fluency of natural conversation and the rigorous precision of evidence-based medicine. While Large Language Models possess unprecedented linguistic capabilities,…

Other Quantitative Biology · Quantitative Biology 2025-12-02 Xiaoquan Zhi , Hongke Zhao , Likang Wu , Chuang Zhao , Hengshu Zhu

The recent boom of large language models (LLMs) has re-ignited the hope that artificial intelligence (AI) systems could aid medical diagnosis. Yet despite dazzling benchmark scores, LLM assistants have yet to deliver measurable improvements…

Artificial Intelligence · Computer Science 2025-07-03 Matthew JY Kang , Wenli Yang , Monica R Roberts , Byeong Ho Kang , Charles B Malpas

AI based mental health diagnosis is often judged by benchmark accuracy, yet in practice its value depends on how psychologists respond whether they accept, adjust, or reject AI suggestions. Mental health makes this especially challenging:…

Human-Computer Interaction · Computer Science 2025-12-11 Filippo Cenacchi , Longbing Cao , Deborah Richards

Healthcare AI systems have historically faced challenges in merging contextual reasoning, long-term state management, and human-verifiable workflows into a cohesive framework. This paper introduces a completely innovative architecture and…

Artificial Intelligence · Computer Science 2025-12-08 Zag ElSayed , Craig Erickson , Ernest Pedapati

With the advent of Large Language Models (LLMs), medical artificial intelligence (AI) has experienced substantial technological progress and paradigm shifts, highlighting the potential of LLMs to streamline healthcare delivery and improve…

Computation and Language · Computer Science 2024-12-10 Lei Liu , Xiaoyan Yang , Junchi Lei , Yue Shen , Jian Wang , Peng Wei , Zhixuan Chu , Zhan Qin , Kui Ren

Despite the global mental health crisis, access to screenings, professionals, and treatments remains high. In collaboration with licensed psychotherapists, we propose a Conversational AI Therapist with psychotherapeutic Interventions…

Computation and Language · Computer Science 2024-03-19 Jingping Nie , Hanya Shao , Yuang Fan , Qijia Shao , Haoxuan You , Matthias Preindl , Xiaofan Jiang

Language models excel at diagnostic assessments on curated medical case-studies and vignettes, performing on par with, or better than, clinical professionals. However, existing studies focus on complex scenarios with rich context making it…