Comparison of several survey-based algorithms to ascertain type 1 diabetes among US adults with self-reported diabetes.

Sarah S CasagrandeSarah E LessemTrevor J OrchardKai McKeever BullardLinda S GeissSharon H SaydahSarah CasagrandeGiuseppina ImperatoreKeith F RustCatherine C Cowie

Published in: BMJ open diabetes research & care (2021)

Estimates of type 1 diabetes using commonly used algorithms in survey data result in varying degrees of prevalence, characteristic distributions, and potential misclassification.

Keyphrases

type diabetes
machine learning
glycemic control
cardiovascular disease
cross sectional
deep learning
risk factors
big data
insulin resistance
metabolic syndrome
human health