Automated Review of Longitudinal Electronic Health Records: Privacy-preserving Agentic LLMs for Identifying Incident NAION at Scale (P10-17.016)

To evaluate whether privacy-preserving local large language models (LLMs) using different architectural and prompting approaches can accurately identify non-arteritic anterior ischemic optic neuropathy (NAION) from longitudinal electronic health records (L-EHR).