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. Author manuscript; available in PMC: 2023 Aug 1.
Published in final edited form as: Clin Gastroenterol Hepatol. 2021 Mar 2;20(8):1795–1802.e2. doi: 10.1016/j.cgh.2021.02.038

Table 3.

Summary of Calibration Results of the RLR and GBM Models in Test Set

RLR RLR Platt scaling GBM GBM Platt scaling

Round 1
 H-L C-statistics 7.17 7.95 5.52 6.01
 H-L C-statistic P value .52 .44 .70 .65
Round 2
 H-L C-statistics 10.13 9.40 15.39 15.53
 H-L C-statistic P value .26 .31 .05 .05
Round 3
 H-L C-statistics 13.12 12.50 17.81 20.06
 H-L C-statistic P value .11 .13 .02 .01

GBM, gradient boosting machine; H-L, Hosmer-Lemeshow; RLR, regularized logistic regression model.