Patient engagement, acceptability, and preference of artificial intelligence versus human coaching for diabetes prevention.
完整摘要 · 中文译文
人工智能驱动的生活方式干预可能扩大行为改变支持的可及性,但患者体验对于实际应用和有效性仍然至关重要。在一项针对糖尿病前期合并超重或肥胖成人的3期随机临床试验中(N = 368),我们将全自动人工智能驱动的糖尿病预防项目(DPP)与CDC认可的基于人类教练的DPP进行了比较。被分配至人工智能主导DPP的参与者更早启动干预(中位数11天 vs 26天;p < 0.001),并在12个月内表现出更高且分布更均匀的参与度。人类主导DPP在所有维度上的可接受性评分始终更高,其中满意度差异最大(p < 0.001)。偏好回答也倾向于人类教练,人工智能组的参与者中有46.5%表示他们本更偏好人类教练,而人类主导组中有31.5%偏好全自动项目(p = 0.012)。这些发现说明了可扩展性与感知体验质量之间的权衡。临床试验注册:ClinicalTrials.gov NCT05056376(注册日期2021年9月24日)。
完整摘要 · 英文原文
Artificial intelligence-powered lifestyle interventions may expand access to behavioral change support, but patient experience remains critical to real-world uptake and effectiveness. In a phase 3 randomized clinical trial of adults with prediabetes and overweight or obesity (N = 368), we compared a fully automated AI-driven diabetes prevention program (DPP) with a CDC-recognized human-coach-based DPP. Participants assigned to the AI-led DPP initiated the intervention sooner (median 11 vs 26 days; p < 0.001) and demonstrated higher and more evenly distributed engagement over 12 months. Acceptability ratings were consistently higher for the human-led DPP across all domains, with the largest differences in satisfaction (p < 0.001). Preference responses also favored human coaching, with 46.5% of AI-assigned participants indicating they would have preferred a human coach compared with 31.5% preferring a fully automated program in the human-led group (p = 0.012). These findings illustrate a trade-off between scalability and perceived quality of experience. Clinical trial registration: ClinicalTrials.gov NCT05056376 (registered September 24, 2021).
摘要 待译
Artificial intelligence-powered lifestyle interventions may expand access to behavioral change support, but patient experience remains critical to real-world uptake and effectiveness. In a phase 3 randomized clinical trial of adults with prediabetes and overweight or obesity (N = 368), we compared a fully automated AI-driven diabetes prevention program (DPP) with a CDC-recognized human-coach-based DPP. Participants assigned to the AI-led DPP initiated the intervention sooner (median 11 vs 26 days; p < 0.001) and demonstrated higher and more evenly distributed engagement over 12 months.…