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. 2021 Feb 15;25:63. doi: 10.1186/s13054-021-03487-8

Table 3.

Performance of global and clustering models (GLM model: generalized linear models with variables according ICU mortality table; Global model: GLM model with important variables according to information value analysis for ICU mortality; A, B and C Phenotypes: GLM models with important variables according to information value analysis for each cluster)

Variable Classic model Automatic model A Phenotype B phenotype C phenotype
No. patients 2022 2017 537 623 857
Variables included 25 25 26 19 18
Accuracy 0.78 0.77 0.86 0.80 0.72
Sensitivity 0.88 0.88 0.94 0.92 0.71
Specificity 0.45 0.54 0.55 0.47 0.73
AUC ROC 0.83 0.83 0.90 0.85 0.79