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Prediction of Next Glucose Measurement in Hospitalized Patients by Comparing Various Regression Methods: Retrospective Cohort Study

Prediction of Next Glucose Measurement in Hospitalized Patients by Comparing Various Regression Methods: Retrospective Cohort Study

The time series predictors that were compared with the true next BG value were (A) 2-hour moving average (MA), (B) 4-hour MA, (C) 8-hour MA, (D) 24-hour MA, (E) 48-hour MA, (F) 4-BG rolling regression (RR), (G) 25-BG RR, and (H) recursive regression. The performance of 4-hour and 24-hour MA, 3-observation and 25-observation RR, and recursive regression BG predictions are compared in the full population, patients with T1 DM, and patients with type 2 diabetes mellitus with basal insulin on board (Table 3).

Andrew D Zale, Mohammed S Abusamaan, John McGready, Nestoras Mathioudakis

JMIR Form Res 2023;7:e41577