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...

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Detalles Bibliográficos
Autores principales: Chen, Jinying, Lalor, John, Liu, Weisong, Druhl, Emily, Granillo, Edgard, Vimalananda, Varsha G, Yu, Hong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2019
Materias:
Original Paper
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

Internet

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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