A knowledge-guided and uncertainty-calibrated multimodal framework for fracture diagnosis and radiology report generation

Key Points

• Enhanced fracture diagnosis accuracy shows a potential increase of 25% with the new framework, supporting its utility in clinical settings.
• The framework utilizes both knowledge-guided approaches and uncertainty calibration to improve diagnostic outcomes in radiology reports.
• Assessment includes various imaging modalities to refine fracture detection and ensure reliable report generation for clinicians.
• Highlights the need for better diagnostic tools in radiology to manage uncertainty and improve patient outcomes effectively.