A review of research on eligibility criteria for clinical trials

被引:8
|
作者
Su, Qianmin [1 ]
Cheng, Gaoyi [1 ]
Huang, Jihan [2 ]
机构
[1] Shanghai Univ Engn Sci, Sch Elect & Elect Engn, Dept Comp Sci, 333 Longteng Rd, Shanghai 201620, Peoples R China
[2] Shanghai Univ Tradit Chinese Med, Ctr Drug Clin Res, Shanghai 201203, Peoples R China
关键词
Clinical trial; Inclusion criteria; Exclusion criteria; Big data; Artificial intelligence; Machine learning; ELECTRONIC HEALTH RECORDS; SYSTEM; EXTRACTION;
D O I
10.1007/s10238-022-00975-1
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
The purpose of this paper is to systematically sort out and analyze the cutting-edge research on the eligibility criteria of clinical trials. Eligibility criteria are important prerequisites for the success of clinical trials. It directly affects the final results of the clinical trials. Inappropriate eligibility criteria will lead to insufficient recruitment, which is an important reason for the eventual failure of many clinical trials. We have investigated the research status of eligibility criteria for clinical trials on academic platforms such as arXiv and NIH. We have classified and sorted out all the papers we found, so that readers can understand the frontier research in this field. Eligibility criteria are the most important part of a clinical trial study. The ultimate goal of research in this field is to formulate more scientific and reasonable eligibility criteria and speed up the clinical trial process. The global research on the eligibility criteria of clinical trials is mainly divided into four main aspects: natural language processing, patient pre-screening, standard evaluation, and clinical trial query. Compared with the past, people are now using new technologies to study eligibility criteria from a new perspective (big data). In the research process, complex disease concepts, how to choose a suitable dataset, how to prove the validity and scientific of the research results, are challenges faced by researchers (especially for computer-related researchers). Future research will focus on the selection and improvement of artificial intelligence algorithms related to clinical trials and related practical applications such as databases, knowledge graphs, and dictionaries.
引用
收藏
页码:1867 / 1879
页数:13
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