Comparison of single- and multi-scale models for the prediction of the Culicoides biting midge distribution in Germany

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Lühken, R.; Gethmann, J.M.; Kranz, P.; Steffenhagen, Pia; Staubach, C. et al.: Comparison of single- and multi-scale models for the prediction of the Culicoides biting midge distribution in Germany. In: Geospatial Health 11 (2016), Nr. 2, S. 119-129. DOI: http://dx.doi.org/10.4081/gh.2016.405

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Sum total of downloads: 91




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Abstract: 
This study analysed Culicoides presence-absence data from 46 sampling sites in Germany, where monitoring was carried out from April 2007 until May 2008. Culicoides presence-absence data were analysed in relation to land cover data, in order to study whether the prevalence of biting midges is correlated to land cover data with respect to the trapping sites. We differentiated eight scales, i.e. buffer zones with radii of 0.5, 1, 2, 3, 4, 5, 7.5 and 10 km, around each site, and chose several land cover variables. For each species, we built eight single-scale models (i.e. predictor variables from one of the eight scales for each model) based on averaged, generalised linear models and two multiscale models (i.e. predictor variables from all of the eight scales) based on averaged, generalised linear models and generalised linear models with random forest variable selection. There were no significant differences between performance indicators of models built with land cover data from different buffer zones around the trapping sites. However, the overall performance of multi-scale models was higher than the alternatives. Furthermore, these models mostly achieved the best performance for the different species using the index area under the receiver operating characteristic curve. However, as also presented in this study, the relevance of the different variables could significantly differ between various scales, including the number of species affected and the positive or negative direction. This is an even more severe problem if multi-scale models are concerned, in which one model can have the same variable at different scales but with different directions, i.e. negative and positive direction of the same variable at different scales. However, multi-scale modelling is a promising approach to model the distribution of Culicoides species, accounting much more for the ecology of biting midges, which uses different resources (breeding sites, hosts, etc.) at different scales.
License of this version: CC BY-NC 4.0
Document Type: article
Publishing status: publishedVersion
Issue Date: 2016
Appears in Collections:Fakultät für Architektur und Landschaft

distribution of downloads over the selected time period:

downloads by country:

pos. country downloads
total perc.
1 image of flag of Germany Germany 53 58.24%
2 image of flag of France France 8 8.79%
3 image of flag of United States United States 3 3.30%
4 image of flag of Russian Federation Russian Federation 3 3.30%
5 image of flag of Brazil Brazil 3 3.30%
6 image of flag of Sweden Sweden 2 2.20%
7 image of flag of India India 2 2.20%
8 image of flag of United Kingdom United Kingdom 2 2.20%
9 image of flag of China China 2 2.20%
10 image of flag of Canada Canada 2 2.20%
    other countries 11 12.09%

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