Utility of automated data-adaptive propensity score method for confounding by indication in comparative effectiveness study in real world Medicare and registry data.

Hiraku KumamaruJessica J JalbertLouis L NguyenLauren A WilliamsHiroaki MiyataSoko Setoguchi

Published in: PloS one (2022)

In a comparative effectiveness study of CAS vs. CEA with strong confounding by indication, ada-PS performed better than IS-PS in general, but both claims and registry data were needed to adequately control for bias.

Keyphrases

electronic health record
big data
machine learning
crispr cas
health insurance