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Table 2 Significant variables in prediction models, listed in descending order: (1) Multiple linear regression (2) Multiple logistic regression (3) Decision tree (4) Random forest

From: Venous thromboembolism in COVID-19 patients and prediction model: a multicenter cohort study

Multiple linear regression

Multiple logistic regression

Decision tree

Random forest

D-dimer

D-dimer

Therapeutic anticoagulation inpatient

D-dimer

Nonalcoholic steatohepatitis

History of venous thromboembolism

History of venous thromboembolism

Therapeutic anticoagulation inpatient

History of venous thromboembolism

Mechanical ventilation

D-dimer

Platelet count

Therapeutic anticoagulation inpatient

Therapeutic anticoagulation inpatient

Age

Blood urea nitrogen

High-flow nasal Cannula

High-flow nasal Cannula

Race/ethnicity

Age

Mechanical ventilation

Nonalcoholic steatohepatitis

Blood urea nitrogen

WBC count

Coronary artery bypass graft

Nonalcoholic steatohepatitis

Hospital length of stay

Systolic blood pressure on presentation

Heart rate on presentation

Thyroid disease

 

Lymphocytes

Alanine aminotransferase

Nasal Cannula or non-rebreather Mask

 

Alanine aminotransferase

Chronic kidney disease

Coronary artery bypass graft

 

Abnormal potassium level (higher or lower)

 

Chronic kidney disease

 

B-type natriuretic peptide

 

Ferritin

 

C-reactive protein

   

Creatinine

   

Lactate dehydrogenase

   

Neutrophils

   

Heart rate on presentation

   

Total bilirubin

   

Aspartate transaminase

   

Diastolic blood pressure on presentation

   

Venous thromboembolism

   

Ferritin

   

Oxygen saturation on presentation