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Neuro-genetic systems are biologically inspired com- putational models that use evolutionary algorithms (EAs) in conjunction with neural networks (NNs) to solve prob- lems. They are especially useful in classification problems in which classifier systems are not able to provide easy an- swers. In this paper a novel neuro-genetic approach is used in order to predict a known classification problem, related to dermatology diseases