The comorbidity scores using the new weights derived from a Japanese inpatient database outperformed previous measures, such as the Charlson comorbidity index. The comorbidity scores developed for predicting mortality could not adjust comorbidity burdens thoroughly in models for predicting hospital charges and length of hospital stay. Thus, for different study populations and outcomes, researchers should consider updating them or adopting the newer weights available.