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Multiple imputation of missing data under missing at random: including a collider as an auxiliary variable in the imputation model can induce bias

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Epidemiological studies often have missing data, which are commonly handled by multiple imputation (MI). In MI, in addition to those required for the substantive analysis, imputation models often include other variables ("auxiliary variables"). Auxiliary varia... ...