Variable | Model I | Model II | Model III | Model IV | |||
---|---|---|---|---|---|---|---|
Empty Model | aOR | [95% Crl] | aOR | [95% Crl] | aOR | [95% Crl] | |
Fixed effects | |||||||
Individual-level factors | |||||||
 Age | |||||||
  15–19 |  | 0.99 | [0.93,1.07] |  |  | 1.00 | [0.95,1.07] |
  20–24 |  | Ref. | Ref. |  |  | Ref. | Ref. |
  25–29 |  | 1.04 | [0.99,1.08] |  |  | 1.04 | [0.97,1.08] |
  30–34 |  | 0.98 | [0.94,1.03] |  |  | 0.98 | [0.94,1.03] |
  35–39 |  | 1.01 | [0.96,1.07] |  |  | 1.01 | [0.97,1.06] |
  40–44 |  | 1.03 | [0.97,1.10] |  |  | 1.05 | [0.96,1.11] |
  45–49 |  | 1.06 | [0.96,1.17] |  |  | 1.08 | [0.97,1.17] |
 Education | |||||||
  No education |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Primary |  | 0.65*** | [0.63,0.68] |  |  | 0.66*** | [0.62,0.69] |
  Secondary/higher |  | 1.22*** | [1.10,1.35] |  |  | 1.23*** | [1.10,1.37] |
 Wealth | |||||||
  Poorest |  | 0.79*** | [0.74,0.84] |  |  | 1.21*** | [1.14,1.27] |
  Poorer |  | 0.91*** | [0.86,0.96] |  |  | 1.48*** | [1.30,1.49] |
  Middle |  | 0.99 | [0.94,1.06] |  |  | 1.44*** | [1.36,1.52] |
  Richer |  | 1.09** | [1.03,1.15] |  |  | 1.38*** | [1.31,1.46] |
  Richest |  | Ref. | Ref. |  |  | Ref. | Ref. |
 Marital status | |||||||
  Married |  | 1.66*** | [1.59,1.73] |  |  | 2.04*** | [1.94,3.05] |
  Cohabiting |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Single |  | 1.40*** | [1.18,1.66] |  |  | 1.81*** | [1.29,2.93] |
 ANC attendance | |||||||
  < 4 |  | Ref. | Ref. |  |  | Ref. | Ref. |
  ≥ 4 |  | 2.33*** | [2.17,2.50] |  |  | 2.21*** | [2.04,2.38] |
 Partner’s education | |||||||
  No education |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Primary |  | 0.67*** | [0.64,0.70] |  |  | 0.69*** | [0.67,0.70] |
  Secondary/higher |  | 1.11*** | [1.06,1.17] |  |  | 1.14*** | [1.09,1.18] |
 Frequency of listening to radio | |||||||
  Not at all |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Less than once a week |  | 1.07** | [1.06,1.17] |  |  | 1.08** | [1.03,1.13] |
  At least once a week |  | 1.01 | [0.98,1.05] |  |  | 1.05* | [1.02,1.09] |
  Almost every day |  | 1.59*** | [1.35,1.86] |  |  | 1.61*** | [1.37,1.89] |
 Frequency of watching television | |||||||
  Not at all |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Less than once a week |  | 1.92*** | [1.84,2.02] |  |  | 1.82*** | [1.74,1.91] |
  At least once a week |  | 2.55*** | [2.43,2.68] |  |  | 2.26*** | [2.19,2.39] |
  Almost every day |  | 3.09*** | [2.62,3.65] |  |  | 2.53*** | [2.12,2.97] |
 Frequency of reading newspaper | |||||||
  Not at all |  | Ref. | Ref. |  |  | Ref. | Ref. |
  Less than once a week |  | 1.01 | [0.96,1.07] |  |  | 1.03 | [0.97,1.09] |
  At least once a week |  | 1.12* | [1.02,1.21] |  |  | 1.14** | [1.05,1.26] |
  Almost every day |  | 1.06 | [0.64,1.76] |  |  | 1.08 | [0.65,1.79] |
Community level factors | |||||||
 Residence | |||||||
  Urban |  |  |  | Ref. | Ref. | Ref. | Ref. |
  Rural |  |  |  | 0.32*** | [0.31,0.33] | 0.49*** | [0.48,0.80] |
 Socio-economic disadvantage | |||||||
  Tertile 1 (least disadvantaged) |  |  |  | Ref. | Ref. | Ref. | Ref. |
  Tertile 2 |  |  |  | 0.80*** | [0.74,0.86] | 1.06 | [0.99,1.14] |
  Tertile 3 (most disadvantaged) |  |  |  | 0.83*** | [0.76,0.90] | 1.06 | [0.99,1.14] |
 Country | |||||||
  Burundi |  |  |  |  |  | Ref. | Ref. |
  Malawi |  |  |  |  |  | 1.28 | [0.99,3.11] |
  Uganda |  |  |  |  |  | 0.55*** | [0.33,0.89] |
  Chad |  |  |  |  |  | 0.13** | [0.09,0.92] |
  Tanzania |  |  |  |  |  | 0.69 | [0.40,1.51] |
  Zambia |  |  |  |  |  | 0.29*** | [0.13,0.40] |
  Angola |  |  |  |  |  | 0.82 | [0.70,1.65] |
  Senegal |  |  |  |  |  | 0.47 | [0.27,1.54] |
  Mali |  |  |  |  |  | 0.80* | [0.65,0.87] |
  Guinea |  |  |  |  |  | 0.56 | [0.11,1.33] |
  Nigeria |  |  |  |  |  | 0.71** | [0.50,0.87] |
  Benin |  |  |  |  |  | 0.60* | [0.22,0.94] |
  Cameroon |  |  |  |  |  | 1.19** | [1.04,2.03] |
Random-effect | |||||||
 Community-level | |||||||
  Variance [95% CrI] | 0.29[0.24,0.33] | 0.13 | [0.11,0.16] | 0.22 | [0.18,0.25] | 0.15 | [0.10,0.17] |
  VPC % [95% Crl] | 36.2[25.9,48.1] | 33.0 | [24.4,51.5] | 34.2 | [25.0,44.8] | 35.0 | [22.8,52.9] |
  MOR [95% CrI] | 1.67[1.60,1.73] | 1.41 | [1.37,2.79] | 1.57 | [1.50,1.60] | 1.44 | [1.40,1.49] |
  Explained variation (%) | Ref. | 55.2 |  | 25.8 |  | 52.1 |  |
Model fit statistics | |||||||
Bayesian DIC | 108,124 | 99,663 | Â | 104,007 | Â | 99,390 | Â |
Sample size | |||||||
Community-level | 1,395 | 1,395 | Â | 1,395 | Â | 1,395 | Â |
Individual level | 79,725 | 79,725 | Â | 79,725 | Â | 79,725 | Â |