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Table 1 A comparison of intensive care unit (ICU) scoring systems (from [47] with permission)

From: State of the art review: the data revolution in critical care

ICU scoring system

Timing of data collected

Physiological values

Other required data

Total data elements required

Original reported mortality prediction performance

SAPS III

Prior to and within 1 hour of ICU admission

10

Age, six chronic health variables, ICU admission diagnosis, ICU admission source, LOS prior to ICU admission, emergency surgery, infection on admission, four variables for surgery type

26

AUC  =  84.8% (n  =  16,784)

APACHE IV

First ICU day (16–32 h depending on time of admission)

17

Age, six chronic health variables, ICU admission diagnosis, ICU admission source, LOS prior to ICU admission, emergency surgery, thrombolytic therapy, FiO2, mechanical ventilation

32

AUC  =  88.0% (n  =  52,647)

MPM0-III

Prior to and within 1 hour of ICU admission

3

Age, three chronic health variables, five acute diagnosis variables, admission type (e. g., medical-surgical) and emergency surgery, CPR within 1 h of ICU admission, mechanical ventilation, code status

16

AUC  =  82.3% (n  =  50,307)

  1. SAPS: Simplified Acute Physiology Score; MPM: Mortality Prediction Model; APACHE: Acute Physiology and Chronic Health Evaluation; AUC: area under the curve; CPR: cardiopulmonary resuscitation; LOS: length of stay.