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Table 4 Multivariable multilevel logistic regression analysis result of both individual and community-level factors associated with unmet need for family planning in Uganda, UDHS 2016

From: Spatial distribution and determinants of unmet need for family planning among all reproductive‑age women in Uganda: a multi‑level logistic regression modeling approach and spatial analysis

Individual and community level characteristics

Null-Model (Model I)

Model II (Individual-level factors)

Model III (Community-level factors)

Model IV (Both Individual and community-level Factors)

AOR (95% CI)

AOR (95% CI)

AOR (95% CI)

Place of residence

 Urban

  

1

1

 Rural

  

1.38(1.21, 1.58)

1.05(0.92, 1.21)

Region

 Kampala

  

1

1

 South Buganda

  

0.745(0.57, 0.98)

0.72(0.55, 0.95)*

 North Buganda

  

0.95(0.73, 1.25)

0.83(0.63, 1.09)

 Busoga

  

1.56(1.19, 2.04)

1.28(0.98, 1.69)

 Bukedi

  

1.15(0.86, 1.52)

0.92(0.69, 1.23)

 Bugisu

  

1.02(0.76, 1.37)

0.86(0.64, 1.17)

 Teso

  

1.59(1.20, 2.10)

1.27(0.95, 1.70)

 Karamoja

  

0.71(0.51, 0.98)

0.46(0.33, 0.65)***

Lango

  

1.15(0.86, 1.53)

0.86(0.64, 1.16)

 Acholi

  

2.04(1.54, 2.70)

1.49(1.11, 1.99)**

 West Nile

  

2.43(1.84, 3.20)

1.86(1.39, 2.47)***

 Bunyoro

  

1.13(0.85, 1.49)

0.88(0.66, 1.18)

 Tooro

  

1.01(0.76, 1.34)

0.85(0.64, 1.14)

 Ankole

  

0.85(0.64, 1.13)

0.71(0.53, 0.95)*

 Kigezi

  

0.71(0.52 0.96)

0.64(0.46, 0.88)**

Age of the respondents

 15–19 years

 

1

 

1

 20–24 years

 

0.93(0.79, 1.11)

 

0.94(0.79, 1.11)

 25–49 years

 

0.84(0.71, 0.99)

 

0.84(0.72, 0.99)*

Educational status of women

 No education

 

1

 

1

 Primary

 

0.92(0.81, 1.05)

 

0.81(0.71, 0.93)**

 Secondary

 

0.81(0.68, 0.96)

 

0.71(0.59, 0.84)***

 Higher

 

0.80(0.63, 1.02)

 

0.69(0.54, 0.88)**

Religion

 Anglican

 

1

 

1

 Catholic

 

1.13(1.01, 1.23)

 

1.10(0.99, 1.23)

 Muslim

 

1.34(1.16, 1.56)

 

1.20(1.03, 1.39)*

 Seventh Day Adventist

 

1.01(0.71, 1.44)

 

1.06(0.75, 1.51)

 Pentecostal/Born Again/Evangelical

 

1.19(1.04, 1.38)

 

1.21(1.05, 1.39)**

 Other+

 

1.24(0.87, 1.78)

 

1.27(0.89, 1.80)

Wealth status

 Poor

 

1

 

1

 Middle

 

0.85(0.76, 0.96)

 

0.93(0.83, 1.05)

 High

 

0.64(0.57, 0.72)

 

0.73(0.64, 0.82)***

Exposure to media (Radio, TV, magazine, news, text)

 No

 

1

 

1

 Yes

 

0.91(0.82, 0.99)

 

0.92(0.84, 1.01)

Living child with the current pregnancy

  < 5

 

1

 

1

  >  = 5

 

1.75(1.57, 1.95)

 

1.69(1.51, 1.88)***

Age at first marriage

  < 15 years

 

1

 

1

 15–24 years

 

0.99(0.89, 1.10)

 

1.01(0.91, 1.13)

  > 24 years

 

0.99(0.82, 1.20)

 

1.03(0.85, 1.25)

Random effects

 Community level variance with (SE)

0.222(0.028)

0.126(0.058)

0.066(0.019)

0.035(0.018)

p-value

 < 0.0001

 < 0.0001

 < 0.0001

 < 0.0001

 ICC (%)

6.34

3.69

1.98

1.05

 PCV-Explained variation

Reference

0.43

0.70

0.84

 MOR

1.56

1.40

1.28

1.19

Model Fitness

 Log-likelihood (LL)

-7179.43

-6641.73

-7055.98

-6554.76

 DIC (-2LL)

14,358.86

13,283.46

14,111.96

13,109.52

 AIC

14,362.86

13,319.46

14,145.96

13,175.52

 BIC

14,377.67

13,451.51

14,271.81

13,417.61

Multicollinearity

 VIF

 

1.12

1.00

1.16

  1. Key: AOR Adjusted Odds Ratio, CI Confidence interval, 1 reference group, ICC Intracluster Correlation Coefficient, MOR Median Odds Ratio, PCV Proportional change in variance, DIC Deviance information criterion, AIC Akaike Information Criteria, BIC Bayesian Information Criteria, VIF Variance inflation factor, *: p < 0.05; **: p < 0.01; ***: p < 0.001, and +: Baha'i, Baptist, Presbyterian, Mammon, Jehovah's Witness, Salvation Army, Traditional, Orthodox, and No religion.