Comparison of methods for handling covariate missingness in propensity score estimation with a binary exposure.
Donna L CoffmanJiangxiu ZhouXizhen CaiPublished in: BMC medical research methodology (2020)
Applying GBM to the incomplete data and relying on the surrogate split approach resulted in substantial bias. Imputation prior to implementing GBM is recommended.