Disease Concept-Embedding Based on the Self-Supervised Method for Medical Information Extraction from Electronic Health Records and Disease Retrieval: Algorithm Development and Validation Study

Yen-Pin Chen   ^{1, 2, 3} , MD ;   Yuan-Hsun Lo   ⁴ , PhD ;   Feipei Lai   ¹ , PhD ;   Chien-Hua Huang   ³ , MD, PhD

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

² Department of Emergency Medicine, National Taiwan University BioMedical Park Hospital, Hsinchu County, Taiwan

³ Department of Emergency Medicine, National Taiwan University Hospital, Taipei City, Taiwan

⁴ Department of Applied Mathematics, National Pingtung University, Pingtung City, Taiwan