本文已被:浏览 855次 下载 858次
投稿时间:2023-04-02
投稿时间:2023-04-02
中文摘要: 近年来,人工智能已成为医疗健康相关研究的重点方向和国际竞争热点。为了解我国医院主导人工智能研究的现况及挑战,该研究采用定量、定性相结合的研究方法,选择 14 家国家高质量发展试点医院作为样本,对样本医院 2018 年以来人工智能相关研究论文及专利进行分析,并尝试剖析了医院主导人工智能研究未能深入开展的技术性挑战。结果显示,医院主导的人工智能研究论文数在增加,但约 55% 的研究仅是浅层次研究,研究质量仍可提高。同时,医院获批的人工智能专利数量也较少。医院主导人工智能研究的技术性难题在于学习曲线陡峭、迭代计算的成本高、将临床多模态数据转化为高质量研究数据挑战较多和可解释性弱。医疗机构应主动响应政策推动,调动内部资源,提前布局多模态数据资源,培养人工智能协调员,促进研究及产出。
Abstract:In recent years, artificial intelligence has become a key direction of medical and health-related research and a hot spot of international competition. In order to investigate the current situation and challenges in hospital-led artificial intelligence researched, this study selects 14 national pilot hospitals to promote the high-quality development of public hospitals as samples, adopts a combination of quantitative and qualitative methods, analyzes the research articles related to artificial intelligence published by the sample hospitals in recent years, and analyzes the technical challenges in the hospital-led artificial intelligence research. The results show that although the number of hospital-led artificial intelligence research papers is increasing, in which 55% of the research is of prospect and expectation, while the quality of research could be improved. Meanwhile, the number of authorized AI related patent is rather small. The technical difficulties of hospital-led artificial intelligence research lie in the steep learning curve of artificial intelligence technology, high costs from computation iteration, difficulties in transferring clinical multimodal data into research data, and weak explainability. Hospitals should actively respond to policy promotion, reallocating resources to cultivate artificial intelligence coordinators, organize multi-modal data resources, and promote research and outputs.
文章编号: 中图分类号: 文献标志码:
基金项目:教育部人文社会科学重点研究基地重大项目(22JJD720007)
引用文本:
庄昱,周程.从政策推动到研究产出——浅析医院主导人工智能研究的技术性挑战[J].中国科学院院刊,2023,38(4):643-653.
ZHUANG Yu,ZHOU Cheng.From Policy Promotion to Research Output: Brief Analysis of Technical Challenges of Hospital-led Artificial Intelligence Research[J].Bulletin of Chinese Academy of Sciences,2023,38(4):643-653.
庄昱,周程.从政策推动到研究产出——浅析医院主导人工智能研究的技术性挑战[J].中国科学院院刊,2023,38(4):643-653.
ZHUANG Yu,ZHOU Cheng.From Policy Promotion to Research Output: Brief Analysis of Technical Challenges of Hospital-led Artificial Intelligence Research[J].Bulletin of Chinese Academy of Sciences,2023,38(4):643-653.