Your privacy, your choice

We use essential cookies to make sure the site can function. We also use optional cookies for advertising, personalisation of content, usage analysis, and social media.

By accepting optional cookies, you consent to the processing of your personal data - including transfers to third parties. Some third parties are outside of the European Economic Area, with varying standards of data protection.

See our privacy policy for more information on the use of your personal data.

for further information and to change your choices.
Skip to main content

Table 3 Univariate and multivariate logistic regression analyses with the stepwise method in the training set (n = 1244)

From: Development and validation of machine learning-based models for predicting healthcare-associated bacterial/fungal infections among COVID-19 inpatients: a retrospective cohort study

Characteristics

Total(%)

Univariate analysis

 

Multivariate regression

COR (95%CI)

P

 

AOR (95%CI)

P

Gender, male

510(40.99)

1.19(0.68–2.14)

0.54

   

Age group,<65year

509(40.92)

0.73(0.40–1.30)

0.30

   

BMI_level<30

751(60.37)

0.88(0.35–2.97)

0.81

   

Hypertension

611(49.12)

0.92(0.53–1.60)

0.76

   

Diabetes

344(27.65)

4.11(2.36–7.29)

8.09e-07

 

2.78(1.61–4.86)

0.0002

Tumor

307(24.68)

1.35(0.73–2.40)

0.32

   

Kidney disease

443(35.61)

1.93(1.11–3.38)

0.02

   

Neurological disease

389(31.27)

2.07(1.19–3.61)

0.01

 

1.93(1.11–3.35)

0.02

Invasive ventilation

153(12.29)

3.57(1.91–6.44)

< 0.001

   

Urinary catheter

393(31.59)

4.64(2.62–8.47)

< 0.001

 

2.28(1.24–4.27)

0.01

Central venous catheter

290(23.31)

5.10 (2.91–9.11)

1.76e-08

 

2.53(1.39–4.64)

0.002

Operation

243(19.53)

0.92(0.43–1.78)

0.81

   

ICU admission

77(6.19)

2.44(0.98–5.27)

0.04

   

IL-6_level<10 pg/ml

388(31.19)

1.75(1.04–2.94)

0.03

 

1.69(0.97–2.94)

0.06

CRP_level<10 mg/L

589(47.35)

0.35(0.18–0.63)

< 0.001

   

PCT_level > 0.5 ng/ml

163(13.10)

4.00(2.33–7.14)

< 0.001

 

2.03(1.41–3.82)

0.03

Cr_level<44 umol/L

907(72.91)

0.29(0.14–0.43)

< 0.001

 

0.40(0.22–0.71)

0.002

WBC_level<9.5 × 109/L

988(79.42)

0.63 (0.34–1.22)

0.15

   

Ne_level < 80%

859(69.05)

0.40(0.24–0.67)

0.0005

   

Lym_level<0.2 × 109/L

6(0.48)

5.71(0.29–39.42)

0.12

   

ALB_level<35 g/L

513(41.24)

2.85(1.62–5.20)

0.0004

   

Hb_level<120 g/L

601(48.31)

1.15(0.69–1.92)

0.59

   

Dexamethasone(DXM)

368(29.58)

2.59(1.49–4.52)

0.001

   

Meprednisone (MEP)

430(34.57)

1.46(0.83–2.55)

0.18

   

Tocilizumab(TZ)

14(1.12)

1.74(1.00–9.00)

0.60

   

Length of hospital stay<7days

263(21.14)

1.09(0.57–1.96)

0.78

   
  1. Ref: reference
Back to article page

Antimicrobial Resistance & Infection Control

ISSN: 2047-2994

Contact us