Artificial Intelligence for Clinical Flow Cytometry

IF 1.7 4区 医学 Q3 MEDICAL LABORATORY TECHNOLOGY Clinics in Laboratory Medicine Pub Date : 2023-09-01 DOI:10.1016/j.cll.2023.04.009
Robert P. Seifert MD , David A. Gorlin MS , Andrew A. Borkowski MD
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用于临床流式细胞术的人工智能。
在这篇综述中,作者讨论了机器学习的基本原理。他们探索了在流式细胞术工作流程中实现机器学习的最新研究和方法。这些应用很有前景,但并非没有缺点。可解释性可能是采用的最大障碍,因为它们包含“黑匣子”,复杂的数学过程网络在其中学习无法翻译成真实语言的数据特征。作者讨论了机器学习模型目前的局限性,以及如果没有多机构的开发过程,这些应用程序的可推广性可能很差的可能性。他们还讨论了增强决策的广泛部署。
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来源期刊
Clinics in Laboratory Medicine
Clinics in Laboratory Medicine 医学-医学实验技术
CiteScore
3.30
自引率
5.90%
发文量
63
审稿时长
>12 weeks
期刊介绍: Clinics in Laboratory Medicine updates those practicing in the field of clinical pathology on the latest trends in clinical laboratory management, providing a sound basis for creating and working in a highly effective clinical laboratory. Published quarterly—in March, June, September, and December—each issue offers state-of-the-art reviews on a single topic in pathology, including quality control in lab testing, coagulation, clinical microbiology, toxicology testing, clinical cytogenetics, mass spectrometry, blood transfusion, and much more.
期刊最新文献
Contents Forthcoming Issues Addressing Health Disparities in Clinical Pathology and Laboratory Medicine Laboratory Testing and Health Disparities Copyright
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