人工智能在需要机械通风的呼吸衰竭患者的管理中:一个范围审查
Dmitriy Viderman1,2, Ainur Ayazbay3, Bakhtiyar Kalzhan4
1Department of Surgery, School of Medicine, Nazarbayev University, 010000 Astana, Kazakhstan.
Journal of clinical medicine
|January 8, 2025
概括
人工智能 (AI) 在优化呼吸衰竭患者的机械通风 (MV) 方面表现有前途. 人工智能应用范围从预测MV需求和结果到确定最佳输出时间和改善患者-呼吸机同步.
科学领域:
- 关键护理医学 关键护理医学
- 生物医学工程 生物医学工程
- 医疗信息学 医疗信息学
背景情况:
- 机械通风 (MV) 是ICU中的关键生命支持.
- 人工智能 (AI) 提供了个性化的MV管理的潜力.
- 人工智能利用广泛的患者数据进行定制干预.
研究的目的:
- 审查和评估人工智能在呼吸衰竭中对MV应用的证据.
- 巩固关于人工智能在优化机械通风中的作用的发现.
主要方法:
- 在MV中对AI进行了范围审查.
- 在PubMed,Scopus和Cochrane图书馆进行文学搜索.
- 包括观察性研究和随机对照试验.
主要成果:
- 在152项查中,分析了37项研究.
- 人工智能应用包括预测MV需求,结果和断奶.
- 人工智能还专注于低氧化,AKI预测,长期结果和生存.
结论:
- 人工智能已经在MV的各种呼吸衰竭患者中进行了探索.
- 关键的人工智能应用包括死亡率预测,输出管的时间和检测通风问题.
- 人工智能有助于预测呼吸衰竭的严重程度和优化患者护理.
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