International Journal of Environmental Research and Public Health · 2015 · 109 citations · 25 references
Veterinary MedicineHealth SciencesInfectious DiseasesEpidemiologyInfectious Disease EpidemiologyPublic Health SurveillanceDisease EpidemiologyDisease ForecastingDisease Trend AnalysisMalariaTemporal Disease TrendsTime-series Analysis In EpidemiologyAdditive Effects ModelEpidemiology Of Tropical DiseasesMalaria AnemiaMalaria SurveillancePoisson EquationRainfall Effects On TransmissionTime-series Analysis Of TransmissionTrend Forecasting
Malaria is among the leading causes of mortality in the younger under-five group of children zero to four years of age. This study aims at describing the relationship between rainfall and temperature on under-five malaria or anaemia mortality in Kenya Medical Research Institute and United States Centers for Disease Control (KEMRI/CDC) Health and Demographic Surveillance System (HDSS). This study was conducted through the ongoing KEMRI and CDC collaboration. A general additive model with a Poisson link function was fit to model the weekly association of lagged cumulative rainfall and average temperature on malaria/anemia mortality in KEMRI/CDC HDSS for the period 2003 to 2008. A trend function was included in the model to control for time trends and seasonality not explained by weather fluctuations. 95% confidence intervals was presented with estimates. Malaria or anemia mortality was found to be associated with changes in temperature and rainfall in the KEMRI HDSS, with a delay up to 16 weeks. The empirical estimates of associations describe established biological relationships well. This information, and particularly, the strength of the relationships over longer lead times can highlight the possibility of developing a predictive forecast with lead times up to 16 weeks in order to enhance preparedness to high transmission episodes.
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