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探讨人工智能驱动的大型语言模型在胃肠病学中的益处和挑战:跳出固有思维。

Exploring the benefits and challenges of AI-driven large language models in gastroenterology: Think out of the box.

机构信息

Department of Internal Medicine, University Hospital Motol and Second Faculty of Medicine, Charles University, Prague, Czech Republic.

Department of Hepatogastroenterology, Institute for Clinical and Experimental Medicine, Prague, Czech Republic.

出版信息

Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. 2024 Nov;168(4):277-283. doi: 10.5507/bp.2024.027. Epub 2024 Sep 4.

Abstract

Artificial Intelligence (AI) has evolved significantly over the past decades, from its early concepts in the 1950s to the present era of deep learning and natural language processing. Advanced large language models (LLMs), such as Chatbot Generative Pre-Trained Transformer (ChatGPT) is trained to generate human-like text responses. This technology has the potential to revolutionize various aspects of gastroenterology, including diagnosis, treatment, education, and decision-making support. The benefits of using LLMs in gastroenterology could include accelerating diagnosis and treatment, providing personalized care, enhancing education and training, assisting in decision-making, and improving communication with patients. However, drawbacks and challenges such as limited AI capability, training on possibly biased data, data errors, security and privacy concerns, and implementation costs must be addressed to ensure the responsible and effective use of this technology. The future of LLMs in gastroenterology relies on the ability to process and analyse large amounts of data, identify patterns, and summarize information and thus assist physicians in creating personalized treatment plans. As AI advances, LLMs will become more accurate and efficient, allowing for faster diagnosis and treatment of gastroenterological conditions. Ensuring effective collaboration between AI developers, healthcare professionals, and regulatory bodies is essential for the responsible and effective use of this technology. By finding the right balance between AI and human expertise and addressing the limitations and risks associated with its use, LLMs can play an increasingly significant role in gastroenterology, contributing to better patient care and supporting doctors in their work.

摘要

人工智能(AI)在过去几十年中得到了显著发展,从 20 世纪 50 年代的早期概念发展到现在的深度学习和自然语言处理时代。先进的大型语言模型(LLM),如 Chatbot Generative Pre-Trained Transformer(ChatGPT),经过训练可以生成类似人类的文本回复。这项技术有可能彻底改变胃肠病学的各个方面,包括诊断、治疗、教育和决策支持。在胃肠病学中使用 LLM 的好处可能包括加速诊断和治疗、提供个性化护理、增强教育和培训、协助决策以及改善与患者的沟通。然而,必须解决 AI 能力有限、在可能存在偏差的数据上进行训练、数据错误、安全和隐私问题以及实施成本等缺点和挑战,以确保负责任和有效地使用这项技术。LLM 在胃肠病学中的未来取决于其处理和分析大量数据、识别模式以及总结信息的能力,从而协助医生制定个性化的治疗计划。随着 AI 的进步,LLM 将变得更加准确和高效,从而实现更快的胃肠病诊断和治疗。确保 AI 开发人员、医疗保健专业人员和监管机构之间的有效协作对于负责任和有效地使用这项技术至关重要。通过在 AI 和人类专业知识之间找到适当的平衡,并解决与使用相关的局限性和风险,LLM 可以在胃肠病学中发挥越来越重要的作用,有助于改善患者护理并支持医生的工作。

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