领导力对人工智能部署研究结果对医疗保健的影响:综合性分析
Qilu Li1, Peilin Li2,3, Haijing Hao4
1University of Maryland, College Park, MD, USA.
NPJ digital medicine
|November 29, 2025
概括
临床领导力显著提高了人工智能 (AI) 在医疗保健研究中部署的影响. 这一发现强调了团队结构和领导专业知识在推动医疗领域人工智能创新的重要性.
科学领域:
- 医疗保健管理的管理
- 人工智能在医学中的应用
- 组织行为 组织行为
背景情况:
- 跨学科的合作对于在医疗保健中部署人工智能至关重要.
- 团队结构和领导力对于引导人工智能驱动的创新至关重要.
- 上层阶层理论将领导专业知识与组织成果联系起来.
研究的目的:
- 调查医疗保健人工智能结果研究如何反映团队结构和领导力.
- 确定领导背景对人工智能研究结果的影响.
- 测试临床医生领导的AI研究具有更大的影响的假设.
主要方法:
- 进行了两次文献评论,涵盖了105项全球研究.
- 在分析中包括了96个随机临床试验 (RCT).
- 利用后勤回归,控制AI类型,来源,临床环境和地区.
主要成果:
- 领导背景与人工智能影响有很大关系.
- 临床领导表明影响的可能性更高 (OR = 7.793,p = 0.039).
- 研究结果在RCT中是一致的,显示了领导力,研究设计和地区之间的联系.
结论:
- 临床领导力是人工智能在医疗保健中的成功影响的关键因素.
- 研究设计和区域背景与领导背景相互作用.
- 强调在AI实施策略中考虑领导的重要性.
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