Privacy-ensuring Open-weights Large Language Models Are Competitive with Closed-weights GPT-4o in Extracting Chest Radiography Findings from Free-Text Reports
Sebastian Nowak, Benjamin Wulff, Yannik C. Layer, Maike Theis, Alexander Isaak, Babak Salam, Wolfgang Block, Daniel Kuetting, Claus C. Pieper, Julian A. Luetkens, Ulrike Attenberger, Alois M. Sprinkart
Abstract
Privacy-ensuring, open-weights large language models showed great potential in the extraction of structured content from free-text radiology reports, facilitating the secondary use of clinical databases for applications in data-driven medicine.
Topics & Concepts
MedicineRadiographyRadiologyArtificial Intelligence in Healthcare and EducationRadiomics and Machine Learning in Medical ImagingMachine Learning in Healthcare