Lanzafame Ludovica R M, Gulli Claudia, Mazziotti Silvio, Ascenti Giorgio, Gaeta Michele, Vogl Thomas J, Yel Ibrahim, Koch Vitali, Grünewald Leon D, Muscogiuri Giuseppe, Booz Christian, D'Angelo Tommaso
Diagnostic and Interventional Radiology Unit, BIOMORF Department, University Hospital "Policlinico G. Martino", Via Consolare Valeria 1, 98100 Messina, Italy.
Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany.
Diagnostics (Basel). 2025 Jun 26;15(13):1635. doi: 10.3390/diagnostics15131635.
Artificial intelligence (AI) is reshaping radiological practice, with recent advancements in natural language processing (NLP), large language models (LLMs), and chatbot technologies opening new avenues for clinical integration. These AI-driven conversational agents have demonstrated potential in streamlining patient triage, optimizing imaging protocol selection, supporting image interpretation, automating radiology report generation, and improving communication among radiologists, referring physicians, and patients. Emerging evidence also highlights their role in decision-making, clinical data extraction, and structured reporting. While the clinical adoption of chatbots remains limited by concerns related to data privacy, model robustness, and ethical oversight, ongoing developments and regulatory efforts are paving the way for responsible implementation. This review provides a critical overview of the current and emerging applications of chatbots in radiology, evaluating their capabilities, limitations, and future directions for clinical and research integration.
人工智能(AI)正在重塑放射学实践,自然语言处理(NLP)、大语言模型(LLMs)和聊天机器人技术的最新进展为临床整合开辟了新途径。这些由人工智能驱动的对话代理已在简化患者分诊、优化成像协议选择、支持图像解读、实现放射学报告生成自动化以及改善放射科医生、转诊医生和患者之间的沟通方面展现出潜力。新出现的证据还凸显了它们在决策、临床数据提取和结构化报告中的作用。尽管聊天机器人在临床中的应用仍因数据隐私、模型稳健性和伦理监督等问题而受到限制,但持续的发展和监管努力正在为其负责任的实施铺平道路。本综述对聊天机器人在放射学中的当前及新兴应用进行了批判性概述,评估了它们的能力、局限性以及临床和研究整合的未来方向。
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