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. 2023 Oct 20;23:708. doi: 10.1186/s12879-023-08717-8

Table 1.

List of covariates included in the studies. Some articles are listed more than once

Covariates Number of studies Percentage (%)
Climatic factors
Temperature 97 55.1
 Mean temperature 78 44.3
 Min temperature 21 11.9
 Max temperature 16 9.1
Rainfall 78 44.3
 Total rainfall 42 23.9
 Mean rainfall 23 13.1
 Max rainfall 6 3.4
Humidity 25 14.2
Temperature suitability 22 12.5
Bioclimatic variables 6 3.4
El Niño Southern Oscillation Index 4 2.3
Soil moisture (water stress/wetness) 4 2.3
Demographic factors
Population density 43 24.4
Age 25 14.2
Air travel 15 8.5
Human daily mobility 13 7.4
Vaccination coverage 7 4.0
Sex 7 4.0
Socio-economic factors
Gross domestic product 15 8.5
Household income 11 6.3
Education/literacy rate 6 3.4
Occupation and employment status 5 2.8
Socio-economic strata 6 3.4
Ecology
Non-human primates species 6 3.4
Location of breeding sites 4 2.3
Breteau index 3 1.7
Adult mosquito abundance 2 1.1
Environmental factors
Vegetation 27 15.3
Elevation/altitude 25 14.2
Urbanisation 22 12.5
Distance to roads, road density 14 8.0
Land use/land cover 13 7.4
Distance to water bodies/river 9 5.1
Spatiotemporal incidence
Case count across time periods and neighbouring regions 18 10.2