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Table 3 Features used by each model

From: Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients

Feature

GBT prev

GBT new

GP prev

GP new

MLP

PopPK

Albumine (g/dL)

X

X

 

X

X

 

Bilirubine (mg/dL)

X

X

 

X

  

Creatinine clearance (mL/min)

X

X

X

X

X

X

Fluid balance (mL/24 h)

 

X

X

   

Height (cm)

X

X

  

X

 

Lactate (mg/dL)

X

X

    

Platelets (/mm\(^{3}\))

X

X

  

X

 

Red blood cells (/mm\(^{3}\))

X

   

X

 

Previous concentration (mg/L)

X

 

X

 

X

 

Sex

    

X

 

Hours since start treatment (h)

X

     

Serum creatinine (mg/dL)

X

X

X

X

X

 

Weight (kg)

     

X