A comparison of the ability of different propensity score models to balance measured variables between treated and untreated subjects: a Monte Carlo study

A case study of the association between drug exposure and mortality is provided to show that including a variable that is related to treatment, but not outcome, does not improve balance and reduces the number of matched pairs available for analysis.