人工智能驱动的输血医学创新:当前评论的叙述综合
Daniele Giansanti1, Claudia Cosenza2
1Centro Nazionale Intelligenza Artificiale e Tecnologie Innovative per la Salute, Istituto Superiore di Sanità, Via Regina Elena 299, 00161 Rome, Italy.
Medical sciences (Basel, Switzerland)
|January 21, 2026
概括
人工智能 (AI) 和新技术可以提高输血安全性和效率. 需要进一步的标准化和验证,以将这些创新纳入临床实践.
科学领域:
- 输血医学 输血医学
- 医疗技术 医疗技术 医学技术
- 医疗信息学 医疗信息学
背景情况:
- 输血和输血医学正在整合人工智能 (AI),机器学习和计算智能等先进技术.
- 现有的审查缺乏对这些技术整合的证据的全面综合.
- 研究人员和临床医生对人工智能驱动的输血技术和新兴技术的结构化概述存在差距.
研究的目的:
- 总结和批判性地评估当前关于人工智能驱动和血液输血新兴技术方法的文献.
- 为研究人员和临床医生提供对这些技术的结构化概述.
- 综合现有关于输血医学技术进步的评论中的证据.
主要方法:
- 进行了对评论的叙述性审查.
- 一个系统的搜索确定了19个相关的评论.
- 包括的审查被评估为质量,范围和临床相关性,使用适应的标准.
主要成果:
- 关键领域包括人工智能辅助的输血需求预测,自动化血型/交叉匹配和先进的血液产品监测.
- 计算模型正在被整合到血液银行工作流程中.
- 报告了有前途的应用,但注意到方法的显著异质性,临床验证有限,报告质量可变.
结论:
- 人工智能和新兴技术具有显著的潜力,可以提高输血安全性,效率和个性化.
- 研究设计的标准化,全面的验证和强有力的报告对于临床实施至关重要.
- 本综述提供了一个综述,以指导未来的输血医学研究和实施策略.
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