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Table 2 Multivariable hierarchical logistic regression analysis on determinants of anemia among women in Mali

From: Determinants of anemia among women of childbearing age: analysis of the 2018 Mali demographic and health survey

Variables

Model O

Model I aOR (95% CI)

Model II aOR (95% CI)

Model III aOR (95% CI)

Fixed effect

Education

 No education

 

Ref

Ref

Ref

 Primary

 

0.85 (0.70–1.03)

0.89 (0.73–1.07)

0.86 (0.71–1.04)

 Secondary + 

 

0.61*** (0.51–0.73)

0.72*** (0.60–0.87)

0.70*** (0.58–0.84)

BMI

 Underweight

 

Ref

Ref

Ref

 Normal

 

0.90 (0.72–1.12)

0.91 (0.73–1.13)

0.95 (0.76–1.18)

 Overweight

 

0.52*** (0.41–0.66)

0.57*** (0.45–0.72)

0.63*** (0.50–0.81)

Parity

 Zero birth

 

1.05 (0.87–1.25)

1.09 (0.91–1.31)

1.17 (0.97–1.40)

 One birth

 

0.86 (0.71–1.05)

0.89 (0.73–1.09)

0.93 (0.76–1.13)

 Two births

 

0.81* (0.67–0.99)

0.83 (0.68–1.01)

0.86 (0.71–1.05)

 Three births

 

0.93 (0.76–1.14)

0.96 (0.78–1.17)

0.98 (0.80–1.19)

 Four or more births

 

Ref

Ref

Ref

Covered by Health insurance

 No

 

Ref

Ref

Ref

 Yes

 

0.98 (0.73–1.32)

1.12 (0.84–1.51)

1.11 (0.83–1.49)

Mass media exposure

 No

 

Ref

Ref

Ref

 Yes

 

0.82* (0.70–0.96)

0.88 (0.75–1.04)

0.90 (0.76–1.06)

Pregnancy status

 Not pregnant

 

0.74** (0.70–0.96)

0.74** (0.60–0.90)

0.75** (0.62–0.92)

 Pregnant

 

Ref

Ref

Ref

Wealth

 Poorest

  

Ref

Ref

 Poorer

  

1.18 (0.95–1.47)

1.10 (0.88–1.37)

 Middle

  

1.13 (0.90–1.43)

1.06 (0.84–1.33)

 Richer

  

0.91 (0.72–1.15)

0.91 (0.69–1.21)

 Richest

  

0.64*** (0.49–0.83)

0.73 (0.51–1.05)

Source of drinking water

 Unimproved

  

Ref

Ref

 Improved

  

0.89 (0.75–1.06)

0.91 (0.76–1.09)

Region

 Kayes

   

Ref

 Koulikoro

   

0.77 (0.57–1.03)

 Sikasso

   

0.76 (0.57–1.02)

 Segou

   

0.55*** (0.41–0.74)

 Mopti

   

0.59** (0.42–0.82)

 Toumbouctou

   

0.69* (0.50–0.96)

 Gao

   

0.75 (0.53–1.07)

 Kidal

   

0.42*** (0.27–0.65)

 Bamako

   

0.53*** (0.37–0.76)

Place of residence

 Rural

   

Ref

 Urban

   

0.85 (0.70–1.03)

Community literacy level

 Low

   

Ref

 Medium

   

0.84 (0.69–1.01)

 High

   

0.96 (0.71–1.30)

Community socioeconomic status

 Low

   

Ref

 Moderate

   

0.87 (0.66–1.14)

 High

   

0.82 (0.58–1.16)

 N

5048

5048

5048

5048

Random effect results

 PSU variance (95% CI)

0.58 (0.49–0.67)

0.20 (0.13–0.30)

0.15 (0.09–0.25)

0.11 (0.61–0.21)

 ICC

0.093

0.057

0.046

0.033

 LR test

X2 = 108.33, p < 0.001

X2 = 42.73, p < 0.001

X2 = 29.39, p < 0.001

X2 = 16.24, p < 0.001

 Wald Chi-square

Ref

217.42

177.27

224.96

Model fitness

 Log-likelihood

-3275.02

-3210.77

-3191.88

-3172.14

 AIC

6554.04

6447.54

6419.76

6406.28

 BIC

6567.09

6532.38

6537.24

6608.60

  1. Source: 2018 Mali Demographic and health Survey
  2. PSU Primary Sampling Unit, Ref Reference category, ICC Intra-Class Correlation, LR Test Likelihood ratio Test, AIC Akaike’s Information Criterion; Bayesian information criterion
  3. *p < 0.05
  4. **p < 0.01
  5. ***p < 0.001