Automatic ICD-10 Coding and Training System: Deep Neural Network Based on Supervised Learning

Pei-Fu Chen   ^{1, 2} , MD ;   Ssu-Ming Wang   ¹ , MSc ;   Wei-Chih Liao   ¹ , MSc ;   Lu-Cheng Kuo   ³ , MD ;   Kuan-Chih Chen   ^{1, 4} , MD, MSc ;   Yu-Cheng Lin   ^{5, 6} , MD, PhD ;   Chi-Yu Yang   ^{7, 8} , MD ;   Chi-Hao Chiu   ⁹ , MS ;   Shu-Chih Chang   ¹⁰ , MA ;   Feipei Lai   ^{1, 11, 12} , PhD

¹ Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan

² Department of Anesthesiology, Far Eastern Memorial Hospital, New Taipei City, Taiwan

³ Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan

⁴ Department of Internal Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan

⁵ Department of Medical Affairs, Far Eastern Memorial Hospital, New Taipei City, Taiwan

⁶ Department of Healthcare Administration, Oriental Institute of Technology, New Taipei City, Taiwan

⁷ Department of Information Technology, Far Eastern Memorial Hospital, New Taipei City, Taiwan

⁸ Section of Cardiovascular Medicine, Cardiovascular Center, Far Eastern Memorial Hospital, New Taipei City, Taiwan

⁹ Section of Health Insurance, Department of Medical Affairs, Far Eastern Memorial Hospital, New Taipei City, Taiwan

¹⁰ Medical Records Department, Far Eastern Memorial Hospital, New Taipei City, Taiwan

¹¹ Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan

¹² Department of Electrical Engineering, National Taiwan University, Taipei, Taiwan