Scientific Reports · 2023 · 117 citations · 40 references
Veterinary MedicineDemographyInfectious DiseasesInfectious Disease EpidemiologyPopulation EcologyVector-borne Disease ControlDisease ForecastingDisease SpreadInfectious Disease DynamicsMalariaParasite SpreadTransmission DynamicsClimate-based Disease ForecastingClimate-disease InteractionsEpidemic ModelsForecasting Infectious Disease TransmissionHost-vector DynamicsStochastic Epidemic ModelsTransmission Dynamics ModelingTransmission Modelling
Assessment of the relative impact of climate change on malaria dynamics is a complex problem. Climate is a well-known factor that plays a crucial role in driving malaria outbreaks in epidemic transmission areas. However, its influence in endemic environments with intensive malaria control interventions is not fully understood, mainly due to the scarcity of high-quality, long-term malaria data. The demographic surveillance systems in Africa offer unique platforms for quantifying the relative effects of weather variability on the burden of malaria. Here, using a process-based stochastic transmission model, we show that in the lowlands of malaria endemic western Kenya, variations in climatic factors played a key role in driving malaria incidence during 2008-2019, despite high bed net coverage and use among the population. The model captures some of the main mechanisms of human, parasite, and vector dynamics, and opens the possibility to forecast malaria in endemic regions, taking into account the interaction between future climatic conditions and intervention scenarios.
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Google Earth Engine: Planetary-scale geospatial analysis for everyone
Noel Gorelick, M. Hancher, Mike Dixon et al. · Remote Sensing of Environment · 2017 · 14K citations · Full text
Kenneth P. Burnham, David R. Anderson · Sociological Methods & Research · 2004 · 11.6K citations