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Development and validation of algorithms to classify type 1 and 2 diabetes according to age at diagnosis using electronic health records.

Calvin KeThérèse A StukelAndrea LukBaiju R ShahPrabhat JhaEric LauRonald C W MaWing-Yee SoAlice P KongElaine ChowJuliana C N Chan
Published in: BMC medical research methodology (2020)
Our validated set of algorithms accurately classifies T1D and T2D using EHRs for Hong Kong residents enrolled in a diabetes register. The choice of algorithm should be tailored to the unique requirements of each study question.
Keyphrases
  • electronic health record
  • machine learning
  • type diabetes
  • deep learning
  • cardiovascular disease
  • glycemic control
  • clinical decision support
  • adverse drug
  • smoking cessation
  • skeletal muscle
  • decision making
  • weight loss