在南非医疗保健中使用人工智能:一个范围审查
Jennifer Chipps1, Thandazile Sibindi1, Amanda Cromhout1
1School of Nursing, Faculty of Community Health Sciences, University of the Western Cape, Cape Town, South Africa.
Health SA = SA Gesondheid
|August 13, 2025
概括
人工智能 (AI) 越来越多地被用于南非医疗保健,特别是针对艾滋病毒,结核病和癌症的机器学习. 然而,与大数据访问和人工智能素养相关的挑战需要解决,以获得公平的利益.
科学领域:
- 医疗保健信息学 医疗保健信息学
- 人工智能在医学中的应用
- 公共卫生技术 公共卫生技术
背景情况:
- 人工智能 (AI) 为南非的医疗保健挑战提供了解决方案,包括有限的容量和人员短缺.
- 人工智能有可能在资源有限的环境中提高护理质量和患者安全.
- 南非医疗保健系统面临着影响服务提供的重大需求.
研究的目的:
- 在过去五年中,描述AI,特别是机器学习在南非医疗保健中的应用.
- 审查在南非卫生部门实施人工智能的现状.
- 确定南非医疗保健人工智能采用的趋势和挑战.
主要方法:
- 使用乔安娜·布里格斯研究所 (JBI) 方法进行了范围审查.
- 从2020年到现在以英语出版的同行评审文章被系统地搜索和分析.
- 人口,概念,上下文 (PCC) 框架指导了审查过程.
主要成果:
- 三十五篇文章被选中进行审查.
- 主要使用了传统的机器学习方法.
- 关键的健康领域包括艾滋病毒/结核病 (TB) 和癌症,在瘤学之外的大数据应用有限.
结论:
- 在南非,机器学习在健康数据分析中的应用在不断增长.
- 获得大规模,高质量的数据集仍然是一个重大障碍.
- 发展人工智能素养和包容性政策对于在医疗保健中道德和公平地部署人工智能至关重要.
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