Fig. 3: The performance in identifying current nosocomial infection cases.

a The precision-recall curves. The red and other color curves represent NeurABM and other baselines. Higher AUPRC is better, and NeurABM has the highest AUPRC value. b The negative predictive value with different thresholds. Circles, squares, and triangles correspond to the thresholds and NPV values where precision is 0.25, 0.5, and 0.75, respectively. Higher NPV value is better, and NeurABM has the highest NPV values. c The receiver operating characteristic curves in identifying MRSA nosocomial infection cases. Higher AUC-ROC is better, and NeurABM has the highest AUC-ROC value. d The recall, F1 score, AUPRC, false positive rate, NPV, and AUC-ROC under different precisions. The best AUPRC and AUC-ROC are in bold.