Medical Diagnosis: Are Artificial Intelligence Systems Able to Diagnose the Underlying Causes of Specific Headaches?

Anthony Farrugia, D. Al-Jumeily, M. Al-Jumaily, A. Hussain, D. Lamb
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引用次数: 12

Abstract

Artificial intelligence is the capability of computing machines to perform at par with humans in some cognitive tasks. Since its conception in the 1940s, AI has ambitiously evolved to naturally and comfortably immerse in extraordinary and multidisciplinary fields including computer science, education, engineering and medicine. This survey aims to provide and highlight the importance of AI work in the field of medical informatics and biomedicine. We have reviewed latest AI research in this immense field of medical science with special attention given to medical diagnosis. Various intelligent computing tools from rule-based expert systems and fuzzy logic to neural networks and genetic algorithms used in medical diagnosis were considered. We have explored hydrocephalus, a medical condition causing headaches. We also analysed a prototype of what is known as NeuroDiary Web application that is currently being tested as a software mobile application for collecting data of patients with hydrocephalus. We finally propose the development of an expert mobile application system to assist clinicians in the diagnosis, analysis and treatment of hydrocephalus.
医学诊断:人工智能系统能够诊断特定头痛的潜在原因吗?
人工智能是计算机器在某些认知任务中与人类相当的能力。自20世纪40年代提出概念以来,人工智能已经雄心勃勃地发展到自然而舒适地沉浸在非凡的多学科领域,包括计算机科学、教育、工程和医学。本调查旨在提供和突出人工智能工作在医学信息学和生物医学领域的重要性。我们回顾了在这个巨大的医学科学领域中最新的人工智能研究,特别关注医学诊断。从基于规则的专家系统和模糊逻辑到神经网络和遗传算法,各种智能计算工具被用于医疗诊断。我们探讨了脑积水,这是一种引起头痛的医学病症。我们还分析了一个被称为NeuroDiary Web应用程序的原型,该应用程序目前正在作为收集脑积水患者数据的软件移动应用程序进行测试。最后,我们建议开发一个专家移动应用系统,以协助临床医生对脑积水进行诊断、分析和治疗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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