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Table 3 Individual compositional and contextual factors associated with hypertension identified by multivariable multi-level logistic regression models, Demographic and Health Surveys data, 2011–2018

From: Influence of contextual socioeconomic position on hypertension risk in low- and middle-income countries: disentangling context from composition

 

Model 1a

Model 2b

Model 3c

Model 4d

Model 5e

OR (95% CI)

OR (95% CI)

OR (95% CrI)

OR (95% CI)

OR (95% CI)

Fixed-effect

 Individual-level factors

  Male (vs female)

    

0.95***

[0.94,0.97]

0.95***

[0.93,0.97]

  

  Age per 10 years

  

1.74***

[1.73,1.76]

1.88***

[1.87,1.89]

1.90***

[1.89,1.91]

1.74***

[1.73,1.76]

  Education attainment

          

  No education

          

   Primary

  

1.09***

[1.06,1.11]

    

1.08***

[1.05,1.10]

   Secondary or higher

  

1.05***

[1.03,1.07]

    

1.04***

[1.02,1.06]

  Wealth index

          

   Poorer

          

   Middle

  

1.10***

[1.08,1.12]

    

1.08***

[1.05,1.10]

   Richer

  

1.11***

[1.08,1.14]

    

1.08***

[1.05,1.12]

  Marital status

          

   Never married

          

   Currently married

  

1.35***

[1.32,1.38]

    

1.35***

[1.32,1.38]

   Ever married

  

1.37***

[1.32,1.42]

    

1.37***

[1.32,1.42]

  Body mass index

          

   Underweight

  

0.79***

[0.77,0.80]

    

0.79***

[0.77,0.80]

   Normal weight

          

   Overweight

  

1.72***

[1.69,1.75]

    

1.72***

[1.69,1.75]

   Obese

  

2.67***

[2.60,2.74]

    

2.67***

[2.60,2.74]

  Media access

  

1.02**

[1.00,1.03]

    

1.01*

[1.00,1.02]

  Indoor air pollution

  

0.99

[0.97,1.01]

    

0.99

[0.97,1.01]

  Health insurance

  

1.00

[0.99,1.02]

    

1.00

[0.98,1.02]

  Money problem

  

1.08***

[1.06,1.10]

    

1.08***

[1.06,1.09]

  Cigarette smoker

  

1.14**

[1.05,1.24]

    

1.13**

[1.04,1.23]

Neighbourhood-level factors

 Neighbourhood disadvantage

  Least

          

  Moderate

    

1.47***

[1.44,1.51]

  

1.10***

[1.06,1.14]

  Higher

    

1.32***

[1.30,1.36]

  

1.14***

[1.10,1.17]

Country-level factors

 Human development index

  Low

          

   Moderate

      

0.77

[0.44,1.34]

1.34

[0.63,2.85]

   High

      

0.54

[0.24,1.21]

0.96

[0.37,2.51]

  Random effects

          

   Country-level

          

   Variance (95 CrI)

1.65*

[1.11,2.48]

1.20*

[1.02,1.41]

1.16*

[1.03,1.30]

1.13*

[1.02,1.24]

1.19*

[1.02,1.38]

   VPC (%, 95 CrI)

26.3

[19.40,34.80]

18.8

[16.50,21.30]

19.3

[17.60,21.10]

17.5

[16.20,18.80]

18

[15.90,20.20]

   MOR (95% CrI)

3.41

[2.73,4.49]

2.84

[2.62,3.10]

2.79

[2.63,2.97]

2.76

[2.62,2.89]

2.83

[2.62,3.07]

   Explained variation (%)

 

[.,.]

27.3

[8.10,43.10]

29.7

[7.20,47.60]

31.5

[8.10,50.00]

27.9

[8.10,44.40]

   Neighbourhood-level

          

   Variance (95 CrI)

1.34***

[1.33,1.35]

1.90***

[1.87,1.93]

1.56***

[1.54,1.57]

2.03***

[2.00,2.06]

2.14***

[2.10,2.17]

   VPC (%, 95 CrI)

47.6

[42.60,53.80]

48.5

[46.70,50.40]

45.2

[43.80,46.60]

49

[47.80,50.10]

50.3

[48.70,51.90]

   MOR (95% CrI)

3.02

[3.00,3.03]

3.72

[3.69,3.76]

3.29

[3.27,3.30]

3.89

[3.85,3.93]

4.04

[3.98,4.08]

   Explained variation (%)

 

[.,.]

−41.8

[−40.60,-43.00]

−16.4

[−15.80,-16.30]

−51.5

[−50.40,-52.60]

−59.7

[−57.90,-60.70]

  1. aModel 1 – empty null model, baseline model without any explanatory variables (unconditional model)
  2. bModel 2 – adjusted for only individual-level factors
  3. cModel 3 – adjusted for only neighbourhood-level factors
  4. dModel 4 – adjusted for only country-level factors
  5. eModel 5 – adjusted for individual-, neighbourhood-, and country-level factors (full model)
  6. OR odds ratio, CI confidence interval, MOR median odds ratio, VPC variance partition coefficient
  7. * p < 0.05, ** p < 0.01, *** p < 0.001