Schistosomiasis risk mapping in the state of Minas Gerais, Brazil, using a decision tree approach, remote sensing data and sociological indicators
Schistosoma mansoni is not just a physical disease, but is related to social and behavioural factors as well. Snails of the Biomphalaria genus are an intermediate host for Schistosoma mansoni and infect humans through water. The objective of this study is to classify the risk of schistosomiasis in t...
Gespeichert in:
Veröffentlicht in: | Memórias do Instituto Oswaldo Cruz 2010-07, Vol.105 (4), p.541-548 |
---|---|
Hauptverfasser: | , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Schistosoma mansoni is not just a physical disease, but is related to
social and behavioural factors as well. Snails of the Biomphalaria
genus are an intermediate host for Schistosoma mansoni and infect
humans through water. The objective of this study is to classify the
risk of schistosomiasis in the state of Minas Gerais (MG). We focus on
socioeconomic and demographic features, basic sanitation features, the
presence of accumulated water bodies, dense vegetation in the summer
and winter seasons and related terrain characteristics. We draw on the
decision tree approach to infection risk modelling and mapping. The
model robustness was properly verified. The main variables that were
selected by the procedure included the terrain's water
accumulation capacity, temperature extremes and the Human Development
Index. In addition, the model was used to generate two maps, one that
included risk classification for the entire of MG and another that
included classification errors. The resulting map was 62.9% accurate. |
---|---|
ISSN: | 1678-8060 0074-0276 1678-8060 0074-0276 |
DOI: | 10.1590/S0074-02762010000400033 |