Receiver operating curves for top 10-feature models and clinical diagnostic/classification criteria against clinicians’ diagnosis. Mean curve was generated based on the five curves of the 5-fold cross-validation (CV). AUC: area under the curve; NICE: National Institute for Health and Care Excellence. ***P < 0.001, comparing mean AUC of 10-feature models with EULAR, ACR and NICE criteria