Mental encoding and neural decoding of abstract cognitive categories: A commentary and simulation

► Multi-voxel pattern classification can be used to evidence mental representations. ► Perceptual features and abstract categories are two different types of representations. ► Inferences about representations are sensitive to validation details. ► Common forms of validation are often insufficient evidence of category representations. ► Prospective and retrospective attention to validation is important.