Abstract Human decision-making is plagued by many systematic errors. Many of these errors can be avoided providing decision aids that guide decision-makers to attend the important information and integrate it according a rational strategy. Designing such used tedious manual process. Advances in cognitive science might make possible automate this process future. We recently introduced machine le...