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Accounting for uncertainty in confounder and effect modifier selection when estimating average causal effects in generalized linear models |
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| Authors: | Chi Wang Francesca Dominici Giovanni Parmigiani Corwin Matthew Zigler |
| Institution: | 1. Department of Biostatistics, University of Kentucky, Lexington, Kentucky, U.S.A.;2. Markey Cancer Center, University of Kentucky, Lexington, Kentucky, U.S.A.;3. Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts 02115, U.S.A.;4. Department of Biostatistics and Computational Biology, Dana‐Farber Cancer Institute, Boston, Massachusetts 02115, U.S.A. |
| Abstract: | |
| Keywords: | Average causal effect Bayesian adjustment for confounding Confounder selection Treatment effect heterogeneity |