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.
Authors
- Jeffery Talbert (ORCID: https://orcid.org/0000-0002-4304-5167)
- Cody Bumgardner (ORCID: https://orcid.org/0000-0001-9588-3501)
- Mitchell A. Klusty
- Aaron D Mullen
- Samuel E. Armstrong
Institutions
- University of Kentucky (US)
Publication Details
- Journal
- PubMed
- Published
- 2025-01-01
- Primary Topic
- Scientific Computing and Data Management
- Type
- article
- Field-Weighted Citation Impact
- 0.00