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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

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 variables that predict the partially observed...

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Detalhes bibliográficos
Publicado no:Front Epidemiol
Main Authors: Curnow, Elinor, Tilling, Kate, Heron, Jon E., Cornish, Rosie P., Carpenter, James R.
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2023
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7615309/
https://ncbi.nlm.nih.gov/pubmed/37974561
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fepid.2023.1237447
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