Rosalie Coolkens, Phillip Ward, Jan Seghers, Peter Iserbyt
The Effect of Organized Versus Supervised Recess on Elementary School Children's Participation, Physical Activity, Play, and Social Behavior: A Cluster Randomized Controlled Trial
Journal of physical activity & health
visual imaging experts play important role multiple fields studies shown combination functional magnetic resonance imaging machine learning techniques predict cognitive abilities provides possible method selecting individuals excellent image interpretation skills recorded behavioral data neural activity 64 participants image interpretation tasks different workloads based comprehensive image interpretation ability participants divided two groups general linear model analysis showed image interpretation tasks highability group exhibited higher activation middle frontal gyrus mfg fusiform gyrus inferior occipital gyrus superior parietal gyrus inferior parietal gyrus insula compared lowability group radial basis function support vector machine svm algorithm shows excellent performance predicting participants image interpretation abilities pearson correlation coefficient 054 r2 031 mse 0039 rmse 0002 variable importance analysis indicated activation features fusiform gyrus mfg played important role predicting ability study revealed neural basis related image interpretation ability exposed different mental workloads additionally results demonstrated efficacy machine learning algorithms extracting neural activation features predict ability