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Table 2 Univariate and multivariate logistic regression analyze variables screened by least absolute shrinkage and selection operator regression in the training set

From: Prediction model of in-hospital mortality in intensive care unit patients with cardiac arrest: a retrospective analysis of MIMIC -IV database based on machine learning

 

Univariate analysis

Multivariate analysis

OR

95%CI

P

OR

95%CI

 

Age (years old)

1.01

1.01 to 1.02

 < 0.001

1.01

1.00 to 1.02

0.013

Congestive heart failure

0.79

0.61 to 1.04

0.0928

NA

  

SAPS III

1.02

1.02 to 1.03

 < 0.0001

1.01

1.00 to 1.01

0.002

Heart rate (beats/minute)

1.03

1.02 to 1.03

 < 0.001

1.02

1.01 to 1.03

 < 0.001

MBP (mmHg)

0.97

0.96 to 0.98

 < 0.001

0.99

0.98 to 1.00

0.049

Respiratory rate (beats/minute)

1.13

1.09 to 1.16

 < 0.001

1.05

1.01 to 1.09

0.007

Temperature (°C)

0.72

0.64 to 0.80

 < 0.001

0.76

0.65 to 0.87

 < 0.001

SPO2 (%)

0.86

0.82 to 0.90

 < 0.001

0.93

0.88 to 0.97

0.002

GCS

0.85

0.80 to 0.90

 < 0.001

0.86

0.80 to 0.91

 < 0.001

Man (n, %)

0.73

0.58 to 0.92

0.0084

0.76

0.57 to 1.00

0.048

Hemoglobin (g/dL)

0.89

0.85 to 0.94

 < 0.001

0.95

0.89 to 1.01

0.100

Anion gap (mmol/L)

1.14

1.11 to 1.18

 < 0.001

1.02

0.97 to 1.06

0.466

Bicarbonate (mmol/L)

0.89

0.86 to 0.91

 < 0.001

0.95

0.92 to 0.98

0.003

BUN (mg/dL)

1.02

1.01 to 1.02

 < 0.001

1.01

1.00 to 1.01

0.087

Sodium (mmol/L)

1.02

1.00 to 1.04

0.0702

NA

  

PT (s)

1.05

1.03 to 1.07

 < 0.001

1.01

1.00 to 1.03

0.049

Lactate (mmol/L)

1.25

1.19 to 1.31

 < 0.001

1.06

0.99 to 1.13

0.103

  1. BUN Blood urea nitrogen, GCS Glasgow coma scale, MBP Mean blood pressure, PT Prothrombin time, SAPS III Simplified acute physiology score, SPO2 Saturation pulse oxygen. P < 0.05 was statistically significant