Confusion matrices summarising the performance of our search algorithm on a validation sample of 41 δ Scuti stars, 78 roAp stars, and 50 non-pulsating stars. Panel a): Results using all available predictions, including stars with different predictions for different sectors. Panel b): Results removing stars with multiple classifications. Rows indicate the true classification and columns the predicted classification. The numbers in each cell give the classification counts.