Abstract
Introduction
Methods
Results
Conclusions
Keywords
Background
Emergency and essential surgical care: Global Initiative for Emergency and Essential Surgical Care (GIEESC). WHO Web site. www.who.int/surgery. Accessed January 30, 2016.
Emergency and essential surgical care: Global Initiative for Emergency and Essential Surgical Care (GIEESC). WHO Web site. www.who.int/surgery. Accessed January 30, 2016.
Emergency and essential surgical care: Global Initiative for Emergency and Essential Surgical Care (GIEESC). WHO Web site. www.who.int/surgery. Accessed January 30, 2016.
Material and methods
Systematic review
Systematic review data analysis
Modeling water availability at hospitals in LMICs globally
Coefficient | Variable |
---|---|
Gross domestic product (GDP) | |
Total healthcare expenditure as % of GDP | |
Percent of rural population with improved access to water | |
Percent of urban population with improved access to water |
Model building and validation
Evaluating the goodness-of-fit and discriminating ability of the model
Results
Search results

Water availability reported by capacity assessments

Modeled water availability in LMICs globally
Covariate | Univariate analysis | Multivariate analysis | ||||
---|---|---|---|---|---|---|
OR | 95% CI | P value | OR | 95% CI | P value | |
GDP (in billions) | ||||||
≤5 | 1 | 1 | ||||
>5-≤10 | 7.048 | (3.259-15.243) | <0.001 | 18.513 | (5.155-66.487) | <0.001 |
>10-≤15 | 2.889 | (1.516-5.506) | 0.001 | 5.94 | (2.761-12.779) | <0.001 |
>15 | 4.539 | (2.685-7.674) | <0.001 | 6.123 | (3.275-11.448) | <0.001 |
Total health expenditure (% of GDP) | ||||||
≤5 | 1 | 1 | ||||
>5-10 | 0.364 | (0.218-0.607) | <0.001 | 0.527 | (0.283-0.980) | 0.043 |
≥10 | 0.671 | (0.320-1.404) | 0.289 | 0.351 | (0.105-1.176) | 0.09 |
% Rural population with improved water | 1.112 | (1.007-1.227) | 0.036 | 1.256 | (1.044-1.511) | 0.016 |
% Urban population with improved water | 1.219 | (1.017-1.461) | 0.032 | 1.266 | (0.918-1.745) | 0.15 |
Country | Lower estimate | Estimate | Upper estimate |
---|---|---|---|
East Asia and Pacific | |||
Kiribati | 3.5 | 14.4 | 43.5 |
Solomon Islands | 20.4 | 34.7 | 52.3 |
Timor-Leste | 16.9 | 41.9 | 71.9 |
Samoa | 28.3 | 49.3 | 70.5 |
Mongolia | 38.9 | 52.6 | 66 |
Fiji | 35.4 | 61.6 | 82.5 |
Tonga | 39.5 | 66.2 | 85.4 |
Cambodia | 62 | 76 | 86 |
Laos | 59 | 80.7 | 92.4 |
China | 71.6 | 83.7 | 91.3 |
Myanmar | 71.8 | 85.1 | 92.8 |
Vietnam | 73.1 | 85.4 | 92.7 |
Indonesia | 74.7 | 86.9 | 93.7 |
Philippines | 78.2 | 89.4 | 95.2 |
Malaysia | 81.2 | 91.2 | 96.1 |
Thailand | 81.6 | 91.7 | 96.4 |
Europe and Central Asia | |||
Montenegro | 30 | 50.7 | 71.1 |
Azerbaijan | 67 | 77.3 | 85.1 |
Serbia | 64.7 | 80.4 | 90.2 |
Albania | 68.9 | 83.2 | 91.7 |
Ukraine | 70.6 | 84.6 | 92.6 |
Macedonia | 71.2 | 85.8 | 93.6 |
Bulgaria | 73.6 | 86.1 | 93.3 |
Belarus | 73.8 | 86.2 | 93.3 |
Bosnia and Herzegovina | 73.7 | 86.4 | 93.5 |
Georgia | 73.9 | 86.5 | 93.6 |
Romania | 73.9 | 86.5 | 93.6 |
Turkey | 73.9 | 86.5 | 93.6 |
Tajikistan | 71 | 88.5 | 96.1 |
Moldova | 83.5 | 88.7 | 92.4 |
Kazakhstan | 78.5 | 89.6 | 95.3 |
Armenia | 79.1 | 92.2 | 97.4 |
Kyrgyzstan | 76 | 92.9 | 98.2 |
Latin America and the Caribbean | |||
Grenada | 28.5 | 47.9 | 67.9 |
St. Lucia | 28.9 | 48.3 | 68.4 |
Guyana | 28.6 | 49.1 | 69.9 |
Haiti | 42 | 72 | 90.1 |
Peru | 62.6 | 72.2 | 80.1 |
Dominican Republic | 60.5 | 75 | 85.5 |
Nicaragua | 50.2 | 75.3 | 90.2 |
Ecuador | 65.8 | 75.8 | 83.7 |
Colombia | 65.6 | 76.6 | 84.9 |
Bolivia | 66.5 | 77.3 | 85.3 |
Honduras | 69.8 | 80.7 | 88.3 |
El Salvador | 70.5 | 81.6 | 89.2 |
Guatemala | 71 | 82 | 89.5 |
Panama | 71.1 | 82.4 | 89.9 |
Brazil | 71.5 | 82.7 | 90 |
Mexico | 71.4 | 83.4 | 91 |
Costa Rica | 72.6 | 84.1 | 91.3 |
Paraguay | 73.3 | 85.1 | 92.2 |
Middle East and North Africa | |||
Djibouti | 15.8 | 30.6 | 50.8 |
Iraq | 63.4 | 73.7 | 81.9 |
Morocco | 59.2 | 73.8 | 84.5 |
Algeria | 59.2 | 74.5 | 85.5 |
Iran | 71.6 | 83.5 | 91.1 |
Jordan | 71.7 | 83.6 | 91.1 |
Lebanon | 73.2 | 86 | 93.2 |
Egypt | 73.8 | 86.2 | 93.3 |
South Asia | |||
Maldives | 20.1 | 39.7 | 63.2 |
Afghanistan | 44.6 | 53.4 | 61.9 |
Bhutan | 39.9 | 66.5 | 85.6 |
Bhutan | 39.9 | 66.5 | 85.6 |
Nepal | 66.4 | 81.1 | 90.3 |
Bangladesh | 73.1 | 86.8 | 94.1 |
South Asia | |||
Pakistan | 78.2 | 89.3 | 95.1 |
India | 80.2 | 90.6 | 95.8 |
Sri Lanka | 81.3 | 91.3 | 96.2 |
Sub-Saharan Africa | |||
Sierra Leone | 3.1 | 13 | 40.9 |
Liberia | 5.7 | 18.5 | 46 |
Togo | 7.9 | 19.3 | 40.2 |
Eritrea | 9.9 | 26.7 | 54.6 |
Lesotho | 10.2 | 26.7 | 53.9 |
Guinea Bissau | 13.7 | 29.2 | 51.6 |
Swaziland | 17.4 | 30.7 | 48.3 |
Burundi | 18.5 | 31.8 | 49 |
Central African Republic | 13.6 | 35.5 | 65.8 |
Gambia | 23 | 39 | 57.8 |
Comoros | 23.1 | 40.7 | 61.1 |
Malawi | 25 | 42.5 | 62 |
Sao Tome and Principe | 28 | 46.9 | 66.7 |
Mozambique | 35.6 | 49.1 | 62.8 |
Tanzania | 43 | 52 | 60.7 |
Cabo Verde | 30.7 | 56.4 | 79 |
Angola | 30.6 | 57 | 79.9 |
Zambia | 49.4 | 60.1 | 69.9 |
D.R.C. | 33.7 | 61.9 | 83.8 |
Ethiopia | 44.7 | 62.8 | 77.9 |
Chad | 35.8 | 63.3 | 84.2 |
Madagascar | 27.4 | 63.6 | 89 |
Cameroon | 48.4 | 65.9 | 79.9 |
South Sudan | 43.1 | 66.8 | 84.3 |
South Sudan | 43.1 | 66.8 | 84.3 |
Mali | 46 | 71.6 | 88.2 |
Sub-Saharan Africa | |||
Cote d'Ivoire | 62.6 | 72.8 | 81 |
Republic of Congo | 28.9 | 73.1 | 94.8 |
Nigeria | 56.9 | 74.5 | 86.6 |
Kenya | 56.9 | 74.6 | 86.8 |
Uganda | 66.5 | 76.9 | 84.8 |
Burkina Faso | 56.7 | 77.2 | 89.7 |
Ghana | 67.3 | 78.9 | 87.1 |
South Africa | 69.5 | 80.6 | 88.4 |
Namibia | 63.4 | 80.8 | 91 |
Senegal | 67.4 | 83 | 92 |
Rwanda | 77.9 | 83.2 | 87.5 |
Mauritania | 56.8 | 83.8 | 95.3 |
Botswana | 72.5 | 84.1 | 91.4 |
Gabon | 67 | 84.2 | 93.3 |
Niger | 65.3 | 85.7 | 95 |
Mauritius | 79 | 92.1 | 97.3 |
Benin | 84.4 | 93.2 | 97.2 |
Guinea | 86.8 | 93.6 | 97.1 |

Discussion
Conclusions
Acknowledgment
Disclosure
Supplementary data
- Supplementary Materials 1–4
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