A hybrid model to identify fall occurrence from electronic health records

•Falls are a leading cause of unintentional injury among older adults.•EHR documents contain many fall events, not captured by ICD-9/10 codes.•A BERT model can capture fall events that require context understanding.•A hybrid model further improves the performance of BERT through post-hoc rules. Fall...

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Bibliographic Details
Published in:International journal of medical informatics (Shannon, Ireland) Ireland), 2022-06, Vol.162, p.104736-104736, Article 104736
Main Authors: Fu, Sunyang, Thorsteinsdottir, Bjoerg, Zhang, Xin, Lopes, Guilherme S., Pagali, Sandeep R., LeBrasseur, Nathan K., Wen, Andrew, Liu, Hongfang, Rocca, Walter A., Olson, Janet E., Sauver, Jennifer St, Sohn, Sunghwan
Format: Article
Language:English
Subjects:
BERT
EHR
Fall
NLP
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