Application of artificial intelligence in the diagnosis and prognostic prediction of ovarian cancer

计算机科学 人工智能 机器学习 工作量 可靠性(半导体) 特征选择 功率(物理) 物理 量子力学 操作系统
作者
Jingyang Zhou,Weiwei Cao,Lan Wang,Zezheng Pan,Ying Fu
出处
期刊:Computers in Biology and Medicine [Elsevier BV]
卷期号:146: 105608-105608 被引量:33
标识
DOI:10.1016/j.compbiomed.2022.105608
摘要

In recent years, the wide application of artificial intelligence (AI) has dramatically improved the work efficiency of clinicians and reduced their workload. This review provides a glance at the latest advances in AI-assisted diagnosis and prognostic prediction of ovarian cancer (OC). We performed an advanced search in PubMed and IEEE/IET Electronic Library, and included 39 articles in this review. A comprehensive and objective criterion was built to assess the reliability and quality of all studies from four aspects: the size of datasets for model development, research design, the division of training sets and test sets, and the type of quantitative performance indicators. This review analyzed the construction of AI models, including data pre-processing methods, feature selection techniques, AI classifiers, or algorithms. Additionally, we compared the performance of these models built on different datasets, which may support researchers for further iteration and development of AI. Finally, we discussed the challenges and future directions for AI application in medicine.
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