Can modeling using Artificial intelligence PREDICT Tick Distribution?
Over the previous decades, scientific experts have observed that ticks are becoming more active and that their geographical range is expanding in Europe. To combat the risk of tick-borne diseases, we need new strategies — such as year-round protection — to safeguard pet health. But could mathematical modeling using artificial intelligence tell us future tick distribution, so that we may be ready for them?
So, how good is AI modeling at predicting tick distribution?
One of the best explanations for increased tick activity and geographical range is the phenomenon of rising temperatures, which has led to milder winters and a more suitable habitat for ticks. Therefore, many attempted to model and predict the presence of ticks on the European continent using various sophisticated mathematical models.
Researchers from various European research institutions attempted to use modeling approaches to assess the ability of different climate niches to explain the known distribution of I. ricinus and D. reticulatus in Europe*. The study concluded that climate is not the only factor deciding tick distribution. Other factors than climate itself, such as habitat type, host availability and anthropogenic impacts, could contribute to determining tick presence or absence at the local or regional scale.
Another study attempted to project the habitat suitability for the three tick species under current and future climatic conditions based on the ecological niche modeling approach**. According to the modeling results, three tick species Ixodes ricinus, Dermacentor reticulatus, and D. marginatus, will benefit from the projected climate changes in Europe.
The modeling shows that the habitat suitability for Ixodes ricinus, Dermacentor reticulatus, and Dermacentor marginatus tends to increase in Europe under future climatic conditions, with projected area expansions towards Eastern Europe.
We need to be ready for ticks and tick-borne diseases.
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