Recent advancement in integrating artificial intelligence and information technology with real-world data for clinical decision-making in China: A scoping review.

IF 3.6 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Journal of Evidence‐Based Medicine Pub Date : 2023-12-01 Epub Date: 2023-09-29 DOI:10.1111/jebm.12549
Xiwen Liao, Chen Yao, Jun Zhang, Larry Z Liu
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Abstract

Objective: Striking innovations and advancements have been achieved with the use of artificial intelligence and healthcare information technology being integrated into clinical real-world data. The current scoping review aimed to provide an overview of the current status of artificial intelligence-/information technology-based clinical decision support tools in China.

Methods: PubMed/MEDLINE, Embase, China National Knowledge Internet, and Wanfang data were searched for both English and Chinese literature. The gray literature search was conducted for commercially available tools. Original studies that focused on clinical decision support tools driven by artificial intelligence or information technology in China and were published between 2010 and February 2022 were included. Information extracted from each article was further synthesized by themes based on three types of clinical decision-making.

Results: A total of 37 peer-reviewed publications and 13 commercially available tools were included in the final analysis. Among them, 32.0% were developed for disease diagnosis, 54.0% for risk prediction and classification, and 14.0% for disease management. Chronic diseases were the most popular therapeutic areas of exploration, with particular emphasis on cardiovascular and cerebrovascular diseases. Single-center electronic medical records were the mainstream data sources leveraged to inform clinical decision-making, with internal validation being predominately used for model evaluation.

Conclusions: To effectively promote the extensive use of real-world data and drive a paradigm shift in clinical decision-making in China, multidisciplinary collaboration of key stakeholders is urgently needed.

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中国将人工智能和信息技术与现实世界数据相结合用于临床决策的最新进展:范围界定综述。
目标:通过将人工智能和医疗保健信息技术集成到临床真实世界数据中,实现了惊人的创新和进步。目前的范围综述旨在概述中国基于人工智能/信息技术的临床决策支持工具的现状。方法:检索PubMed/MEDLINE、Embase、中国国家知识互联网和万方数据,检索中英文文献。灰色文献搜索是为了寻找商业上可用的工具。纳入了2010年至2022年2月期间发表的专注于中国人工智能或信息技术驱动的临床决策支持工具的原始研究。根据三种类型的临床决策,按主题进一步综合从每篇文章中提取的信息。结果:共有37篇同行评审出版物和13种商用工具被纳入最终分析。其中,32.0%用于疾病诊断,54.0%用于风险预测和分类,14.0%用于疾病管理。慢性病是最受欢迎的治疗领域,尤其是心脑血管疾病。单中心电子病历是为临床决策提供信息的主流数据来源,内部验证主要用于模型评估。结论:为了有效促进真实世界数据的广泛使用,并推动中国临床决策的范式转变,迫切需要关键利益相关者的多学科合作。
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来源期刊
Journal of Evidence‐Based Medicine
Journal of Evidence‐Based Medicine MEDICINE, GENERAL & INTERNAL-
CiteScore
11.20
自引率
1.40%
发文量
42
期刊介绍: The Journal of Evidence-Based Medicine (EMB) is an esteemed international healthcare and medical decision-making journal, dedicated to publishing groundbreaking research outcomes in evidence-based decision-making, research, practice, and education. Serving as the official English-language journal of the Cochrane China Centre and West China Hospital of Sichuan University, we eagerly welcome editorials, commentaries, and systematic reviews encompassing various topics such as clinical trials, policy, drug and patient safety, education, and knowledge translation.
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