Despite their wide availability, risk prediction tools have had limited impact on surgical care. In a previous randomized experiment, visual and numeric risk data reduced variation in surgeon-reported numeric risk but not their recommendation for surgery. Because surgical decision-making involves both rational and intuitive processes, we further examined the impact of visual and numeric risk data on gist-based risk perceptions of cancer surgery and treatment alternatives.