Detecting Miscoded Diabetes Diagnosis Codes in Electronic Health Records for Quality Improvement: Temporal Deep Learning Approach

Sina Rashidian   ¹ , MSc ;   Kayley Abell-Hart   ² , BSc ;   Janos Hajagos   ² , PhD ;   Richard Moffitt   ² , PhD ;   Veena Lingam   ² , MD ;   Victor Garcia   ² , MD ;   Chao-Wei Tsai   ² , MD ;   Fusheng Wang   ^{1, 2} , PhD ;   Xinyu Dong   ¹ , MSc ;   Siao Sun   ³ , MSc ;   Jianyuan Deng   ² , MPhil ;   Rajarsi Gupta   ² , MD, PhD ;   Joshua Miller   ⁴ , MD ;   Joel Saltz   ² , MD, PhD ;   Mary Saltz   ² , MD

¹ Department of Computer Science, Stony Brook University, Stony Brook, NY, United States

² Department of Biomedical Informatics, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, United States

³ Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, United States

⁴ Department of Medicine, Renaissance School of Medicine at Stony Brook, Stony Brook, NY, United States