在新加坡国家预防保健计划中使用代理人工智能开发个性化健康计划:试点研究
Han Leong Goh1, Vicente Sancenon2, Benjamin M X Chu2
1Synapxe, 1 N Buona Vista Link, #05-01 Elementum, 139691, Singapore, Singapore. hanleong.goh@synapxe.sg.
NPJ digital medicine
|March 10, 2026
概括
生成型人工智能 (AI) 代理可以创建个性化的健康计划. 一项试点研究显示,用户对支持预防性医疗保健的AI数字助理有积极的接受.
科学领域:
- 数字健康数字健康
- 人工智能的人工智能
- 预防医学 预防医学
背景情况:
- 人口老龄化导致医疗保健领域的劳动力短缺.
- 转向预防性医疗保健策略是必要的.
- 生成性AI提供了个性化健康指导的潜力.
研究的目的:
- 使用个性化健康计划的多代理框架实施和评估数字助理.
- 评估用户对人工智能驱动系统的接受度和满意度.
主要方法:
- 开发了一个多代理框架数字助理,用于生成和完善个性化健康计划.
- 对20名住院医生和7名临床医生进行了试点研究.
- 收集了用户对关键功能接受度和满意度的反.
主要成果:
- 住院人和临床医生都报告了高于中性水平的满意度 (p < 0.05).
- 居民重视个性化 (p=0.003),细分化 (p=0.0003),并几乎没有担心 (p=0.941).
- 对个性化饮食 (p=0.110),运动 (p=0.003) 和一般特征 (p=6e-06) 观察到积极的情绪.
结论:
- 人工智能驱动的数字助理在支持预防性医疗保健计划方面显示出潜力.
- 多代理框架是个性化健康计划生成的可行方法.
- 用户接受度表明将这些技术整合到医疗保健中的可行性.
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