Open-Weight Language Models and Retrieval-Augmented Generation for Automated Structured Data Extraction from Diagnostic Reports: Assessment of Approaches and Parameters

The best-performing open-weight language models had high accuracy for automated extraction of structured clinical data points from unstructured radiology and pathology reports, with retrieval-augmented generation improving performance for complex reports.