Error Detection in Emergency Radiology Reports Using a Large Language Model: Multistage Evaluation Study

Hui Shen   ¹ , MD ;   Tianyang Wu   ² , BS ;   Fei Wang   ¹ , MD, PhD ;   Jin Fang   ¹ , MD, PhD ;   Yuange Li   ³ , MD, PhD ;   Xiaoling Wu   ¹ , MD ;   Shuyi Liu   ⁴ , MD, PhD ;   Liting Chen   ¹ , MD, PhD ;   Qiuping Ren   ⁵ , MD, PhD ;   Xiao Meng   ² , BS ;   Jiatong Xu   ² , BS ;   Jie Sun   ¹ , MD ;   Yujie Zhao   ¹ , MD ;   Xin Liu   ¹ , MD ;   Liaoyuan Wang   ¹ , MD ;   Guipeng Mai   ⁶ , BS ;   Jingjing You   ¹ , MD ;   Zhe Jin   ¹ , MD ;   Xuewei Wu   ¹ , MD ;   Wenle He   ¹ , MD ;   Xue Han   ¹ , MD ;   Shuixing Zhang   ¹ , MD, PhD ;   Dong Zeng   ² , MD, PhD ;   Bin Zhang   ¹ , MD, PhD

¹ Department of Radiology, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China

² School of Biomedical Engineering, Southern Medical University, Guangzhou, Guangdong, China

³ Department of Radiology, The Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China

⁴ Department of Radiology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, Guangdong, China

⁵ Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China

⁶ Department of Radiology, Longhu District People's Hospital of Shantou, Shantou, Guangdong, China