An Advanced Machine Learning Model for a Web-Based Artificial Intelligence–Based Clinical Decision Support System Application: Model Development and Validation Study

Tai-Han Lin   ^{1 *} , MD ;   Hsing-Yi Chung   ^{1 *} , MS ;   Ming-Jr Jian   ¹ , MS, PhD ;   Chih-Kai Chang   ¹ , MS ;   Cherng-Lih Perng   ¹ , MS ;   Guo-Shiou Liao   ² , MD ;   Jyh-Cherng Yu   ² , MD ;   Ming-Shen Dai   ³ , MD, PhD ;   Cheng-Ping Yu   ^{4 *} , MD, PhD ;   Hung-Sheng Shang   ^{1 *} , MD, PhD

¹ Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan

² Division of General Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan

³ Division of Oncology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan

⁴ Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan

*these authors contributed equally