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. 2013 Aug 14;8(8):e71437. doi: 10.1371/journal.pone.0071437

Table 2. Bivariate multilevel determinants for high risk adult mortality areas using an ecological framework, South Africa, 2007.

High risk local municipalities Remaining local municipalities
Factors N (168 774) (95% CI) N (471 983) (95% CI) P-value i
Individual characteristics
Mean age 168 774 26.80 (26.72,26.87) 471 983 29.00 (28.95,29.04) <0.001
Percentage female 168 774 53.14 (52.97,53.32) 471 983 51.29 (51.17,51.40) <0.001
Percentage African 168 774 89.60 (89.49,89.70) 471 983 72.00 (71.90,72.10) 0.010
Education 155 010 422 296 0.128
Percentage with no education 11.22 (11.09,11.35) 9.20 (9.12,9.27)
Percentage with primary level 40.57 (40.38,40.77) 34.23 (34.11,34.35)
Percentage with secondary level 46.69 (46.49,46.89) 53.72 (53.60,53.85)
Percentage with tertiary level 1.52 (1.47,1.57) 2.85 (2.81,2.89)
Marital status 155 010 422 296 <0.001
Percentage union (non-poly) 22.15 (22.00,22.31) 29.29 (29.18,29.40)
Percentage union (poly) 0.055 (0.046,0.064) 0.046 (0.041,0.051)
Percentage never married 71.43 (71.26,71.60) 64.73 (64.62,64.85)
Percentage widower/widow 5.23(5.14,5.31) 4.02 (3.98,4.07)
Percentage with serious disability 155 010 2.97 (2.90,3.03) 422 296 2.27 (2.24,2.31) 0.006
Percentage with no monthly income 168 774 45.86 (45.68,46.03) 471 983 41.23 (41.12,41.35) <0.001
Household characteristics
Mean occupants 168 774 3.50 (3.48,3.52) 471 983 2.88 (2.87,2.89) <0.001
Percentage living in a modern dwelling 168 774 41.47 (41.14,41.80) 471 983 50.58 (50.39,50.77) 0.002
Mean absolute asset count 153 722 2.94 (2.93,2.96) 418 764 3.58 (3.57,3.59) 0.017
Services 168 774 471 983
 Percentage with no water service provider 25.59 (25.29,25.88) 10.15 (10.03,10.26) 0.002
 Percentage with no toilet facilities 12.84 (12.61.13.06) 5.23 (5.15,5.32) 0.003
 Percentage with no refuse removal 8.63 (8.45.8.84) 4.69 (4.60,4.77) 0.013
 Percentage with none of the above 2.62 (2.5.2.73) 0.66 (0.63,0.69) 0.001
Percentage with no annual income 168 774 6.97 (6.80,7.15) 471 983 5.45 (5.36,5.54) 0.018
Local municipality deaths in pregnancy per 100 000 live births 168 774 240.54 (173.68,307.41) 471 983 54.35 (35.52,73.19) <0.001
District antenatal HIV sero-prevalence (%) 168 774 31.67 (30.10,33.24) 471 983 24.46 (23.01,25.90) <0.001
i

Robust logistic regression for categorical variables and linear regression for comparison of means were employed. Note these formulations were used in place of standard χ2 and t- tests respectively to allow for clustering on the unit of analysis (quaternary level) and thus correctly adjust the standard errors (robust) and not erroneously overestimate significance.