Prediction model for gonorrhea, chlamydia, and trichomoniasis in the emergency department

•A clinical prediction model including demographic and laboratory variables can predict STIs in ED patients.•The clinical prediction models had areas under the receiver operating characteristic curves of 0.73 to 0.80.•Model with highest area under the receiver operating characteristic curve was of men with gonorrhea or chlamydia, or both.