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. 2020 Jul 2;15(7):e0235424. doi: 10.1371/journal.pone.0235424

Table 7. Phenotyping task on eICU (reported scores are AUROC).

Phenotype Prevalence Type Num & cat Num. Cat.
Respiratory failure; insufficiency; arrest 0.241 acute 83.31±0.32 73.09±0.41 81.24±0.19
Fluid and electrolyte disorders 0.156 acute 72.76±0.77 60.35±0.50 72.18±1.20
Septicemia 0.145 acute 91.54±0.15 71.43±0.50 90.86±0.50
Acute and unspecified renal failure 0.142 acute 75.93±0.68 65.41±0.66 74.14±1.32
Pneumonia 0.120 acute 89.34±0.51 70.28±0.77 88.47±0.24
Acute cerebrovascular disease 0.108 acute 94.24±0.58 74.37±0.75 93.63±0.49
Acute myocardial infarction 0.090 acute 91.35±0.67 70.56±0.74 91.18±0.87
Gastrointestinal hemorrhage 0.079 acute 91.38 ± 0.74 61.33 ± 1.33 90.66 ± 0.83
Shock 0.068 acute 85.75 ± 0.57 77.12 ± 0.41 82.74 ± 1.35
Pleurisy; pneumothorax; pulmonary collapse 0.039 acute 70.40 ± 2.23 61.15 ± 1.56 70.03 ± 0.90
Other lower respiratory disease 0.030 acute 80.42 ± 0.99 60.06 ± 1.24 79.60 ± 1.05
Complications of surgical 0.011 acute 68.45 ± 3.91 54.01 ± 4.79 65.43 ± 3.17
Other upper respiratory disease 0.007 acute 77.46 ± 5.46 53.56 ± 3.17 74.18 ± 4.52
Macro-average (acute diseases) - - 82.49 ± 1.35 65.60 ± 1.30 81.10 ± 1.28
Hypertension with complications 0.019 chronic 85.70 ± 2.59 81.27 ± 1.29 81.61 ± 2.97
Essential hypertension 0.203 chronic 72.16 ± 0.74 66.58 ± 0.31 68.31 ± 0.66
Chronic kidney disease 0.104 chronic 65.96 ± 1.66 62.06 ± 1.39 65.05 ± 0.90
Chronic obstructive pulmonary disease 0.093 chronic 75.62 ± 1.44 63.73 ± 0.60 74.48 ± 1.67
Disorders of lipid metabolism 0.054 chronic 72.95 ± 1.05 62.85 ± 1.03 71.56 ± 1.36
Coronary atherosclerosis and related 0.041 chronic 80.89 ± 0.45 64.03 ± 0.98 79.90 ± 1.34
Diabetes mellitus without complication 0.006 chronic 61.55 ± 4.52 58.89 ± 5.77 59.12 ± 3.56
Macro-average (chronic diseases) - - 73.55 ± 1.78 65.63 ± 1.63 70.72 ± 1.78
Cardiac dysrhythmias 0.165 mixed 75.68 ± 0.86 66.24 ± 0.81 71.92 ± 1.49
Congestive heart failure; non hypertensive 0.106 mixed 78.87 ± 1.05 66.34 ± 0.76 76.56 ± 1.56
Diabetes mellitus with complications 0.047 mixed 93.59 ± 0.65 90.38 ± 1.41 89.59 ± 0.99
Other liver diseases 0.039 mixed 78.33 ± 1.71 68.20 ± 1.02 75.51 ± 2.32
Conduction disorders 0.013 mixed 83.58 ± 1.68 72.90 ± 2.43 80.81 ± 1.66
Macro-average (mixed diseases) - - 82.01 ± 1.19 72.81 ± 1.29 78.88 ± 1.60
Macro-average (all diseases) - - 79.89 ± 1.44 67.05 ± 1.39 77.75 ± 1.48