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用于神经退行性疾病检测的通用人工智能。

Artificial General Intelligence for the Detection of Neurodegenerative Disorders.

机构信息

School of Computer Science and Engineering, Yeungnam University, Gyeongsan-si 38541, Republic of Korea.

Department of Health Informatics, College of Applied Medical Sciences, Qassim University, Buraydah 51452, Saudi Arabia.

出版信息

Sensors (Basel). 2024 Oct 16;24(20):6658. doi: 10.3390/s24206658.

Abstract

Parkinson's disease and Alzheimer's disease are among the most common neurodegenerative disorders. These diseases are correlated with advancing age and are hence increasingly becoming prevalent in developed countries due to an increasingly aging demographic. Several tools are used to predict and diagnose these diseases, including pathological and genetic tests, radiological scans, and clinical examinations. Artificial intelligence is evolving to artificial general intelligence, which mimics the human learning process. Large language models can use an enormous volume of online and offline resources to gain knowledge and use it to perform different types of tasks. This work presents an understanding of two major neurodegenerative disorders, artificial general intelligence, and the efficacy of using artificial general intelligence in detecting and predicting these neurodegenerative disorders. A detailed discussion on detecting these neurodegenerative diseases using artificial general intelligence by analyzing diagnostic data is presented. An Internet of Things-based ubiquitous monitoring and treatment framework is presented. An outline for future research opportunities based on the challenges in this area is also presented.

摘要

帕金森病和阿尔茨海默病是最常见的神经退行性疾病之一。这些疾病与年龄的增长有关,因此由于人口老龄化,在发达国家越来越普遍。有几种工具可用于预测和诊断这些疾病,包括病理和基因测试、放射学扫描和临床检查。人工智能正在向通用人工智能发展,通用人工智能模拟人类的学习过程。大型语言模型可以使用大量在线和离线资源来获取知识,并利用这些知识执行不同类型的任务。这项工作介绍了对两种主要神经退行性疾病、通用人工智能以及使用通用人工智能检测和预测这些神经退行性疾病的功效的理解。通过分析诊断数据,详细讨论了使用通用人工智能检测这些神经退行性疾病的问题。提出了一个基于物联网的无处不在的监测和治疗框架。还根据该领域的挑战提出了未来研究机会的大纲。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/670d/11511233/6c2fa32b3d7a/sensors-24-06658-g001.jpg

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