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Detecting Hypoglycemia Incidents Reported in Patients’ Secure Messages: Using Cost-Sensitive Learning and Oversampling to Reduce Data Imbalance
BACKGROUND: Improper dosing of medications such as insulin can cause hypoglycemic episodes, which may lead to severe morbidity or even death. Although secure messaging was designed for exchanging nonurgent messages, patients sometimes report hypoglycemia events through secure messaging. Detecting th...
Autores principales: | Chen, Jinying, Lalor, John, Liu, Weisong, Druhl, Emily, Granillo, Edgard, Vimalananda, Varsha G, Yu, Hong |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6431826/ https://www.ncbi.nlm.nih.gov/pubmed/30855231 http://dx.doi.org/10.2196/11990 |
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