Predicting future onset of depression among community dwelling adults in the Republic of Korea using a machine learning algorithm.

•We successfully built a machine learning-based predictive model for future depression.•The most predictive value was baseline satisfaction in health.•The area under the receiver operating characteristics curve was 0.877.