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Toward an AI Reasoning-Enabled System for Patient-Clinical Trial Matching

Caroline N. Leach, Mitchell A. Klusty, Samuel E. Armstrong, Justine C. Pickarski, Kristen L. Hankins, Emily B. Collier, Maya Shah, Aaron D. Mullen, V. K. Cody Bumgardner

Details

Journal arXiv preprint
Year 2025
Categories cs.AI
Note 10 pages, 2 figures, submitted to AMIA

Abstract

Screening patients for clinical trial eligibility remains a manual, time-consuming, and resource-intensive process. We present a secure, scalable proof-of-concept system for AI-augmented patient-trial matching that addresses key implementation challenges: integrating heterogeneous electronic health record (EHR) data, facilitating expert review, and maintaining rigorous security and privacy standards.

10 pages, 2 figures, submitted to AMIA