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Table 4 Backward multiple linear regression models. Dependent variable: estimated cumulative prevalence

From: Socioeconomic, demographic and healthcare determinants of the COVID-19 pandemic: an ecological study of Spain

 

Coefficients and variance inflation factors (VIFs)

Explanatory variables

Model 1

VIF

Model 2

VIF

Model 3

VIF

Model 4

VIF

Model 5

VIF

Model 6

VIF

Constant

−0.355

 

− 0.356

 

−0.427

 

−0.482*

 

−0.487*

 

−0.428*

 

Nursing homes beds

0.018**

4.21

0.019**

4.15

0.018***

3.85

0.016***

1.94

0.016***

1.85

0.016***

1.84

% Nursing homes >100b

0.001

4.42

0.001

4.45

0.001

3.81

0.001

2.29

0.001

2.16

0.001**

1.45

Urban population

−0.0006

3.02

−0.0006

2.79

−0.0006

2.78

−0.0006

2.77

−0.0006

2.76

−0.0007*

2.34

Aeroplane passengers

0.00001

8.19

0.00001*

7.17

0.00001**

5.62

0.00001**

3.71

0.00001***

2.14

0.00001***

1.94

Island region

−0.0201

2.18

−0.0198

2.16

−0.0208

2.03

−0.0245

1.71

−0.0247*

1.71

−0.0290**

1.48

Log GDP per capita

0.025

5.58

0.026

5.49

0.031

4.08

0.047

2.20

0.050*

2.02

0.041*

1.70

% >65y population

−0.214

2.43

−0.207

2.31

−0.205

2.30

−0.223

2.23

−0.220

2.23

−0.277*

1.85

Hospital beds

−0.0001

3.56

−0.0001

3.23

−0.0001

2.89

−0.0001

2.89

−0.0001

2.47

  

Log Public Health Expenditure

0.0001

8.45

0.0001

7.87

0.0001

7.80

0.00002

3.44

    

PM2.5 concentration

0.002

4.09

0.002

4.07

0.002

3.90

      

Gini Index

−5.426

4.94

−7.177

4.36

        

Doctors

0.00002

2.90

          

Adjusted R2

0.634

 

0.706

 

0.753

 

0.774

 

0.796

 

0.80

 

p-value

0.129

 

0.055

 

0.021

 

0.009

 

0.003

 

0.001

 

Shapiro-Wilk test (p-value)

         

0.416

 

Durbin-Watson test

          

2.083

 
  1. *Significant at p < .1 level, **Significant at p < 0.05 level, and *** Significant at p < 0.01 level