Learning Analytics of a National Entrustable Professional Activities Platform: Cross-Sectional Study of System-Level Constraints on Advanced Entrustment in Competency-Based Medical Education

Jeng-Wen Chen   ^{1, 2, 3 *} ;   Rui-Bin Yu   ^{4, 5 *} ;   Kai-Nan Lin   ^{1, 2 *} ;   Yukiko Ono   ^{3, 6} ;   Xuan-Bing Yu   ³ ;   Wei-Chung Hsu   ^{7, 8, 9} ;   Pa-Chun Wang   ^{10, 11, 12} ;   Li-Jen Liao   ¹³ ;   Chun-Hou Liao   ^{11, 14} ;   Mingchih Chen   ^{6, 15}

¹ Department of Otolaryngology–Head and Neck Surgery, Cardinal Tien Hospital and College of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan

² Department of Otolaryngology–Head and Neck Surgery, National Taiwan University Hospital, Taipei, Taiwan

³ Department of Hospital Management, Graduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City, Taiwan

⁴ Department of Otolaryngology–Head and Neck Surgery, Cardinal Tien Hospital and Fu Jen Catholic University, New Taipei City, Taiwan

⁵ Institute of Educational Administration and Evaluation, University of Taipei, Taipei, Taiwan

⁶ Data Science Center, College of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan

⁷ Department of Otolaryngology, Head and Neck Surgery, National Taiwan University Hospital and Children's Hospital, Taipei, Taiwan

⁸ Sleep Center, National Taiwan University Hospital, Taipei, Taiwan

⁹ Department of Otolaryngology, College of Medicine, National Taiwan University, Taipei, Taiwan

¹⁰ Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan

¹¹ School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan

¹² Department of Medical Research, China Medical University Hospital, China Medical University, Taichung, Taiwan

¹³ Far Eastern Memorial Hospital, New Taipei City, Taiwan

¹⁴ Division of Urology, Department of Surgery, Cardinal Tien Hospital, New Taipei City, Taiwan

¹⁵ Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan

*these authors contributed equally