SmartState:一个自动化的研究协议遵守系统。

Samuel E Armstrong, Mitchell A Klusty, Aaron D Mullen, Jeffery C Talbert, Cody Bumgardner
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引用次数: 0

摘要

制定和执行研究方案在医学研究中至关重要,尤其是在与参与者的互动变得更加复杂的情况下。传统的基于规则的系统难以提供实时、个性化数据收集所需的自动化和灵活性。我们推出了SmartState,这是一个基于状态的系统,旨在充当每个参与者的个人代理,持续管理和跟踪他们独特的互动。与传统的报告系统不同,SmartState能够以最小的监督进行实时、自动化的数据收集。通过集成大型语言模型将对话提炼成结构化数据,SmartState通过内置协议和参与者审计来减少错误并保护数据完整性。我们展示了它在涉及时间依赖性参与者相互作用的研究试验中的效用,解决了复杂临床研究中对可靠自动化的日益增长的需求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SmartState: An Automated Research Protocol Adherence System.

Developing and enforcing study protocols is crucial in medical research, especially as interactions with participants become more intricate. Traditional rules-based systems struggle to provide the automation and flexibility required for real-time, personalized data collection. We introduce SmartState, a state-based system designed to act as a personal agent for each participant, continuously managing and tracking their unique interactions. Unlike traditional reporting systems, SmartState enables real-time, automated data collection with minimal oversight. By integrating large language models to distill conversations into structured data, SmartState reduces errors and safeguards data integrity through built-in protocol and participant auditing. We demonstrate its utility in research trials involving time-dependent participant interactions, addressing the increasing need for reliable automation in complex clinical studies.

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