Title
Identification of Dietary Supplement Use from Electronic Health Records Using Transformer-based Language Models
Abstract
The roles of dietary supplement (DS) usage on disease progression of patients with cognitive impairments remain unclear. Transformed-based language models were trained to identify DS use status from clinical notes among patients with Alzheimer’s disease and related dementias (ADRD). The best name entity recognition for DS achieved F1-score is 0.964 and the PubMed BERT based use status classifier a...
Year
DOI
Venue
2021
10.1109/ICHI52183.2021.00096
2021 IEEE 9th International Conference on Healthcare Informatics (ICHI)
Keywords
DocType
ISBN
Conferences,Bit error rate,Medical services,Transformers,Informatics,Electronic medical records,Alzheimer's disease
Conference
978-1-6654-0132-6
Citations 
PageRank 
References 
0
0.34
0
Authors
8
Name
Order
Citations
PageRank
Sicheng Zhou111.38
Dalton Schutte261.54
Aiwen Xing300.34
Jiyang Chen400.34
julian wolfson5211.55
Zhe He66319.17
Fang Yu700.34
Rui Zhang8454.92