Login / Signup

Effect of model updating strategies on the performance of prevalent diabetes risk prediction models in a mixed-ancestry population of South Africa.

Katya L MasconiTandi E MatshaRajiv T ErasmusAndre Pascal Kengne
Published in: PloS one (2019)
While the discriminatory performance of the original existent models during external validation were higher, calibration was poor. The highest performing models, based on discrimination and calibration, were the Omani diabetes model following model revision, and the Cambridge diabetes risk model following the addition of waist circumference as a predictor. However, while more extensive methods incorporating development population information were superior over simpler methods, the increase in model performance was not great enough for recommendation.
Keyphrases
  • type diabetes
  • south africa
  • cardiovascular disease
  • body mass index
  • working memory
  • adipose tissue
  • metabolic syndrome
  • human immunodeficiency virus
  • low cost
  • men who have sex with men