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◆ npj Digital Medicine2025-11-18· Clinical trial

AI and innovation in clinical trials

Aarav Badani, Fábio Ynoe de Moraes, Philipp Vollmuth, Caroline Chung, Alireza Mansouri

原始摘要(英文原文)· Original abstract
Clinical trials face persistent challenges in cost, enrollment, and generalizability. This perspective examines how artificial intelligence (AI), large language models (LLMs), adaptive trial designs, and digital twins (DTs) can modernize trial design and execution. We detail AI-driven eligibility optimization, reinforcement learning for real-time adaptation, and in silico DT modeling. Methodological, regulatory, and ethical hurdles are addressed, emphasizing the need for validated, scalable frameworks to enable responsible and widespread integration.
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AI and innovation in clinical trials — 科研速览 Science Skim