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Table 2 The screening results of Lasso regression

From: A predictive model for the risk of sepsis within 30 days of admission in patients with traumatic brain injury in the intensive care unit: a retrospective analysis based on MIMIC-IV database

  

Coefficients

 

(Intercept)

3.0307

Gender

Female

0.0000

 

Male

0.0000

Marital status

Divorced

0.0000

 

Married

0.0000

 

Other

0.2493

 

Single

0.0000

 

Window

0.0000

Race

Asian

0.0000

 

Black

0.0000

 

Other

0.0000

 

White

0.0000

Acidosis

No

0.0000

 

Yes

0.0000

AKI

No

− 0.1842

 

Yes

0.0000

Anemia

No

− 0.2749

 

Yes

0.0000

Atrial fibrillation

No

0.0000

 

Yes

0.0000

Depressive

No

0.0000

 

Yes

0.0000

Diabetes

No

0.0000

 

Yes

0.0000

Esophageal reflux

No

0.0000

 

Yes

0.0000

Heart failure

No

0.0000

 

Yes

0.0000

Hyperlipidemia

No

0.0000

 

Yes

0.0000

Hypertension

No

0.0000

 

Yes

0.0000

Thrombocytopenia

No

0.0000

 

Yes

0.0000

Toxic encephalopathy

No

− 0.0049

 

Yes

0.0000

Urinary tract infection

No

− 0.0411

 

Yes

0.0000

Dopamine

No

0.0000

 

Yes

0.0000

Epinephrine

No

0.0707

 

Yes

0.0000

Norepinephrine

No

0.0000

 

Yes

0.0000

Invasive ventilation

No

-0.2918

 

Yes

0.0000

NGT

No

0.0000

 

Yes

0.0000

Urinary catheter

No

0.0000

 

Yes

0.0000

GCS

13–15

− 0.8031

 

3–5

0.5318

 

6–8

0.6161

 

9–12

0.0000

Age

 

− 0.0008

Lactate

 

0.0455

Basophils

 

− 0.0954

Eosinophils

 

0.0000

Lymphocytes

 

0.0000

Monocytes

 

0.0004

Neutrophils

 

0.0000

Anion gap

 

0.0000

Bicarbonate

 

− 0.0262

Calcium

 

− 0.2159

Creatinine

 

0.0000

Urea nitrogen

 

0.0000

INR

 

0.0000

PT

 

0.0000

PTT

 

0.0000

Hematocrit

 

0.0000

Hemoglobin

 

0.0000

MCH

 

0.0000

MCHC

 

0.0000

MCV

 

0.0000

Platelets

 

0.0000

RBC

 

0.0000

RDW

 

0.0000

WBC

 

0.0000

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European Journal of Medical Research

ISSN: 2047-783X

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