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儿科神经科医师的机器学习和人工智能(ML/AI)综述。

Review of Machine Learning and Artificial Intelligence (ML/AI) for the Pediatric Neurologist.

机构信息

Division of Neurology, Department of Pediatrics, Emory University School of Medicine, Atlanta Georgia; Division of Pediatric Neurology, Children's Healthcare of Atlanta, Atlanta Georgia.

Georgia Institute of Technology, Interactive Computing, Atlanta, Georgia.

出版信息

Pediatr Neurol. 2023 Apr;141:42-51. doi: 10.1016/j.pediatrneurol.2023.01.004. Epub 2023 Jan 13.

Abstract

Artificial intelligence (AI) and a popular branch of AI known as machine learning (ML) are increasingly being utilized in medicine and to inform medical research. This review provides an overview of AI and ML (AI/ML), including definitions of common terms. We discuss the history of AI and provide instances of how AI/ML can be applied to pediatric neurology. Examples include imaging in neuro-oncology, autism diagnosis, diagnosis from charts, epilepsy, cerebral palsy, and neonatal neurology. Topics such as supervised learning, unsupervised learning, and reinforcement learning are discussed.

摘要

人工智能(AI)和机器学习(ML)是 AI 的一个热门分支,越来越多地被应用于医学和医学研究。这篇综述概述了 AI 和机器学习(AI/ML),包括常见术语的定义。我们讨论了 AI 的历史,并提供了 AI/ML 在儿科神经学中的应用实例。例如神经肿瘤学中的影像学、自闭症诊断、图表诊断、癫痫、脑瘫和新生儿神经学。还讨论了监督学习、无监督学习和强化学习等主题。

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本文引用的文献

1
Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead.
Nat Mach Intell. 2019 May;1(5):206-215. doi: 10.1038/s42256-019-0048-x. Epub 2019 May 13.
3
International consensus on diagnosis and management of Dravet syndrome.
Epilepsia. 2022 Jul;63(7):1761-1777. doi: 10.1111/epi.17274. Epub 2022 May 12.
4
Extracting seizure frequency from epilepsy clinic notes: a machine reading approach to natural language processing.
J Am Med Inform Assoc. 2022 Apr 13;29(5):873-881. doi: 10.1093/jamia/ocac018.
5
Unsupervised seizure identification on EEG.
Comput Methods Programs Biomed. 2022 Mar;215:106604. doi: 10.1016/j.cmpb.2021.106604. Epub 2021 Dec 29.
6
Multicenter Validation of a Deep Learning Detection Algorithm for Focal Cortical Dysplasia.
Neurology. 2021 Oct 19;97(16):e1571-e1582. doi: 10.1212/WNL.0000000000012698. Epub 2021 Sep 14.
7
Artificial intelligence to improve efficiency of administration of gross motor function assessment in children with cerebral palsy.
Dev Med Child Neurol. 2022 Feb;64(2):228-234. doi: 10.1111/dmcn.15010. Epub 2021 Aug 13.
8
Highly accurate protein structure prediction with AlphaFold.
Nature. 2021 Aug;596(7873):583-589. doi: 10.1038/s41586-021-03819-2. Epub 2021 Jul 15.

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