Table 3 (a) Performance of the models for the overall patient dataset, by also including variables related to kidney and liver function, (b) Performance of the models for the subgroup of patients admitted with respiratory disorders, by also including variables related to kidney and liver function
AUC | AP | PPV | NPV | MCC | |
|---|---|---|---|---|---|
(a) Overall cohort | |||||
LR | 0.72 ± 0.02 | 0.57 ± 0.03 | 0.58 ± 0.03 | 0.78 ± 0.01 | 0.34 ± 0.03 |
RF | 0.76 ± 0.02 | 0.63 ± 0.02 | 0.59 ± 0.04 | 0.80 ± 0.01 | 0.38 ± 0.03 |
LSTM | 0.79 ± 0.02 | 0.68 ± 0.02 | 0.59 ± 0.04 | 0.83 ± 0.01 | 0.42 ± 0.04 |
(b) Cohort admitted with respiratory disorders | |||||
LR | 0.73 ± 0.01 | 0.61 ± 0.01 | 0.58 ± 0.03 | 0.77 ± 0.02 | 0.35 ± 0.03 |
RF | 0.78 ± 0.02 | 0.69 ± 0.04 | 0.61 ± 0.05 | 0.80 ± 0.02 | 0.41 ± 0.06 |
LSTM | 0.79 ± 0.01 | 0.72 ± 0.02 | 0.63 ± 0.04 | 0.80 ± 0.01 | 0.43 ± 0.03 |