A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models. - Maria Mahbub; Gregory M. Dams; Josh Arnold; Caitlin Rizy; Sudarshan Srinivasan; Elliot M. Fielstein; Minu A. Aghevli; Kamonica L. Craig; Elizabeth M. Oliva; Joseph Erdos; Jodie Trafton; Ioana Danciu (CoRR, 2026)