Title | ||
---|---|---|
Identification of Dietary Supplement Use from Electronic Health Records Using Transformer-based Language Models |
Abstract | ||
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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 Zhou | 1 | 1 | 1.38 |
Dalton Schutte | 2 | 6 | 1.54 |
Aiwen Xing | 3 | 0 | 0.34 |
Jiyang Chen | 4 | 0 | 0.34 |
julian wolfson | 5 | 21 | 1.55 |
Zhe He | 6 | 63 | 19.17 |
Fang Yu | 7 | 0 | 0.34 |
Rui Zhang | 8 | 45 | 4.92 |