BERT-Based Neural Network for Inpatient Fall Detection From Electronic Medical Records: Retrospective Cohort Study

Cheligeer Cheligeer   ^{1, 2} , PhD ;   Guosong Wu   ^{1, 3} , PhD ;   Seungwon Lee   ^{1, 2} , PhD ;   Jie Pan   ^{1, 3} , PhD ;   Danielle A Southern   ¹ , MSc ;   Elliot A Martin   ^{1, 2} , PhD ;   Natalie Sapiro   ¹ , MSc, RN ;   Cathy A Eastwood   ^{1, 3} , RN, PhD ;   Hude Quan   ^{1, 3} , MD, PhD ;   Yuan Xu   ^{1, 3, 4, 5} , MD, PhD

¹ Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada

² Provincial Research Data Services, Alberta Health Services, Calgary, AB, Canada

³ Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada

⁴ Department of Oncology, University of Calgary, Calgary, AB, Canada

⁵ Department of Surgery, University of Calgary, Calgary, AB, Canada