With repeated random subsampling and testing , the model showed mean receiver operating characteristic area under the curve ( ROC AUC ) of 0.69 , higher than heart rate ( 0.51 ) , rapid shallow breathing index ( RBSI ; 0.61 ) and respiratory rate ( 0.63 ) .