A Large-Language Model Framework for Relative Timeline Extraction from PubMed Case Reports

• Published in: AMIA Summits on Translational Science proceedings Vol. 2025; pp. 598 - 606
• Main Authors: Wang, Jing, Weiss, Jeremy C
• Format: Journal Article
• Language: English
• Published: United States American Medical Informatics Association 2025

Timing of clinical events is central to characterization of patient trajectories, enabling analyses such as process tracing, forecasting, and causal reasoning. However, structured electronic health records capture few data elements critical to these tasks, while clinical reports lack temporal locali...