人工智能技术助力胆道疾病的精准诊疗

Artificial intelligence technologies facilitate precision diagnosis and treatment of biliary tract diseases

  • 摘要: 人工智能技术正在推动胆道疾病诊疗模式从经验驱动向数据驱动的深刻变革。通过整合多源数据,人工智能在胆道疾病的早期诊断、个性化治疗以及预后管理中展现出显著优势。人工智能不仅提升了胆道疾病诊断的准确性和治疗的精准性,还能优化医疗资源配置,降低医疗成本。笔者系统阐述人工智能在胆道疾病诊疗中的应用现状及面临的挑战,认为需通过建立标准化数据治理体系、开发可解释性深度学习模型及完善医疗伦理审查机制等来解决人工智能临床应用中面临的数据壁垒、算法局限性和伦理等问题。未来,人工智能将成为胆道疾病诊疗生态系统的核心赋能者,推动医疗模式向全链条智能化迈进,引领精准医疗新时代。

     

    Abstract: Artificial intelligence (AI) is revolutionizing the diagnosis and treatment of biliary diseases, shifting from experience-driven to data-driven approaches. By integrating multi-source data, AI demonstrates significant advantages in early diagnosis, personalized treatment, and prognosis management of biliary diseases. It not only enhances diagnostic accuracy and treatment precision, but also optimizes medical resource allocation and reduces medical costs. The authors systematically elaborate on the current application status and challenges faced by AI in the diagnosis and treatment of biliary diseases. It is believed that the problems, such as data barriers, algorithm limitations, and ethical issues faced in AI clinical applications, need to be solved by establishing a standardized data governance system, developing explainable deep learning models, and improving the medical AI ethical review mechanism. In the future, AI will become a core enabler in the biliary disease diagnosis and treatment ecosystem, driving the transition to knowledgeable healthcare and leading to a new era of precision medicine.

     

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