Table 2 Daily recorded variables for enrolled subjects.

From: Novel application of an automated-machine learning development tool for predicting burn sepsis: proof of concept

Vital sign

Blood gas

Chemistry

Heme/Coag

Microbiology

Calculated values

Clinical events

Heart rate

pH

Na+ 

HGB

Blood culture

Anion gap

Surgery

Respiratory rate

pCO2

K+ 

HCT

Respiratory culture

BUN/creatinine ratio

Ventilatory status

SBP/DBP

pO2

Cl− 

WBC

Urine culture

MODS

Antibiotic therapy

CVP

HCO3− 

TCO2

Platelet count

Wound culture

SOFA

Dialysis status

MAP

FiO2

Glucose

aPTT

 

PaO2/FiO2

Survival status

GCS

 

Creatinine

INR

   
  

BUN

D-dimer

   
  

Total bilirubin

    
  1. aPTT activated partial thromboplastin time, BUN blood urea nitrogen, CVP central venous pressure, DBP diastolic blood pressure, FiO2 fraction of inspired oxygen, HCT hematocrit, HGB hemoglobin, INR international normalized ratio, MAP mean arterial pressure, MODS multiple organ dysfunction score, PaO2 partial pressure of arterial oxygen, pCO2 partial pressure of CO2, pO2 partial pressure of oxygen, SBP systolic blood pressure, SOFA sequential organ failure assessment score, SO2 oxygen saturation, TCO2 total CO2, WBC white blood cell count.
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