Since there already exist established models (CRB-65, CURB-65, and PSI) with reasonable to good discriminative ability across a wide range of settings and only small incremental differences between these and newer scores, further research should mainly focus on why patients get misclassified and whether we can identify important variables within them to improve sensitivity of current models.