Using machine-learning approaches to predict non-participation in a nationwide general health check-up scheme

•Our predictive models applying machine learning methods were able to identify non-participants more precisely than heuristic method.•The present study revealed the important variables for prediction of participation in general health check-up.•The knowledge added by the present study will improve appropriate targeting of non-participants.