Table 3 Selected reports of machine- and deep-learning algorithms to predict clinical outcomes and related parameters

From: High-performance medicine: the convergence of human and artificial intelligence

Prediction n AUC Publication (Reference number)
In-hospital mortality, unplanned readmission, prolonged LOS, final discharge diagnosis 216,221 0.93* 0.75+ 0.85# Rajkomar et al.96
All-cause 3–12 month mortality 221,284 0.93^ Avati et al.91
Readmission 1,068 0.78 Shameer et al.106
Sepsis 230,936 0.67 Horng et al.102
Septic shock 16,234 0.83 Henry et al.103
Severe sepsis 203,000 0.85@ Culliton et al.104
Clostridium difficile infection 256,732 0.82++ Oh et al.93
Developing diseases 704,587 range Miotto et al.97
Diagnosis 18,590 0.96 Yang et al.90
Dementia 76,367 0.91 Cleret de Langavant et al.92
Alzheimer’s Disease ( + amyloid imaging) 273 0.91 Mathotaarachchi et al.98
Mortality after cancer chemotherapy 26,946 0.94 Elfiky et al.95
Disease onset for 133 conditions 298,000 range Razavian et al.105
Suicide 5,543 0.84 Walsh et al.86
Delirium 18,223 0.68 Wong et al.100