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Table 4 The top 20 high-impact factors in the two fusion CADVT prediction models

From: Risk factors for central venous catheter-associated deep venous thrombosis in pediatric critical care settings identified by fusion model

 

Stacking

Blending

rank

Factor type

Factor

Factor type

Factor

1

Lab test

Standard base excess (SBE)*

Lab test

PH*

2

Lab test

Thrombin time (TT) difference*

Surgery

Past history*

3

Drug

Dehydrating agent*

Lab test

Oxygen partial pressure (PaO2)*

4

Lab test

Bicarbonate*

Lab test

calcium

5

Lab test

Platelet count

Lab test

Plasma D-dimer (DD)*

6

Lab test

Oxygen partial pressure (PaO2)*

Lab test

Bicarbonate*

7

Lab test

Plasma D-dimer (DD)*

Admission ICU

SICU

8

Lab test

Basophil absolute value*

Lab test

Actual alkali surplus

9

Lab test

Thrombin time (TT)*

Drug

Dehydrating agent*

10

Lab test

Carboxyhemoglobin

Drug

Anticoagulant drugs

11

Vital sign

Diastolic blood pressure

Lab test

Thrombin time (TT) difference*

12

Surgery

Past history*

Lab test

Thrombin time (TT)*

13

Lab test

Anion gap

Lab test

Mean hemoglobin concentration

14

Sex

Male

Catheter model

18G

15

Lab test

Lymphocytes (LY%)*

Lab test

Basophil absolute value*

16

Catheter type

Single lumen

Lab test

Lymphocytes (LY%)*

17

Diagnosis

Cysts and mass

Catheter type

Double lumen

18

Lab test

Normal control prothrombin time

diagnosis

Cancer

19

Vital sign

Blood oxygen saturation

Lab test

Standard base excess (SBE)*

20

Lab test

PH*

Lab test

Neutrophil absolute value

  1. * Indicates the overlap in the two fusion models