探索一个AI-First医疗保健系统
Ali Gates1, Asif Ali2, Scott Conard3
1American Heart Association, 7272 Greenville Avenue, Dallas, TX 7272, USA.
Bioengineering (Basel, Switzerland)
|January 28, 2026
概括
一个AI-first医疗保健系统将人工智能 (AI) 作为核心原则,而不仅仅是一个工具. 这种方法需要解决数据,工作流程和偏见的挑战,以便积极主动,公平地提供护理.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能在医学中的应用
- 医疗保健系统工程 系统工程
背景情况:
- 医疗保健中的当前人工智能 (AI) 往往是零碎的和特定任务的,叠加在现有的工作流程上.
- 建议向人工智能优先的医疗保健系统转变,其中人工智能是基础的.
研究的目的:
- 检查AI-first医疗保健系统的可行性和要求.
- 评估人工智能能力的成熟度,以便在各种护理环境中进行系统级整合.
- 确定实施AI-first医疗保健的关键差距和障碍.
主要方法:
- 在门诊,住院,诊断,急性后和人口健康环境中系统地综合证据.
- 对狭义定义的任务人工智能能力的分析与纵向编排和交叉集成的分析.
- 确定关键障碍,包括数据碎片化,工作流失调整,算法偏差和治理.
主要成果:
- 人工智能在像图像解释和预测监控这样的特定任务中表现出强的表现.
- 通过系统层面的整合,对结果,成本和公平的持续影响的证据仍然有限.
- 人工智能优先医疗保健的主要障碍包括数据碎片化,工作流问题,偏见和评估不足.
结论:
- 推进AI-first医疗保健需要从以准确度为中心的指标转向系统级结果,强调人类启用的人工智能,互操作性和公平.
- 人工智能优先的系统可以在整个连续过程中实现主动,协调的护理,例如高血压管理.
- 运营人工智能急救需要强大的基础设施,治理和持续验证,以确保安全,规模化的实施.
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