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Malaria risk distribution in Africa Source: MARA (Mapping Malaria Risk in Africa) |
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This map shows the distribution of malaria in Africa. It is not based on malaria data, but is produced using a rules based model based on climatic data. The rules used are:
The combination of all these factors was used to produce values which show how suitable an area is for malaria transmission, ranging from 0 (unsuitable) to 1 (suitable). From this, it is easy to see how much more complex rules based models can be than simple statistical models. The rainfall and temperature have to be at the right levels, at the same time of year, to allow transmission. One without the other won't work. In addition to this, they have to be at the right level for the right amount of time to allow the transmission cycle to be completed (see the biology pages for more details of this cycle). This length of time is also related to the balance between temperature and rainfall. In north Africa where it is hot, the rainfall season only needs to last for three months for the mosquito populations to grow big enough for transmission of malaria. Wherease in the cooler, southern African countries, the rainfall period needs to be 5 months. This is because the mosquito cycle is slower in cooler temperatures and faster in warmer temperatures. This doesn't meant that areas with a stability rating of 0 will never have cases of malaria, occasional epidemics may still occur. Likewise, areas with a rating of 1 may still have fluctuations due to factors which aren't included in this model. In fact, no models can be completely fool proof. This model was tested by comparing it with malaria data. The predictions of risk were very close to the actual reported cases. One area where the model was less succesful was that the data showed higher prevalence of malaria in the major river valleys in East Africa. This is becuase the model only used rainfall as an indication of water availability, however mosquitoes can survive along river banks where water is brought from other areas. |
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