Robust inference on effects attributable to mediators: A controlled‐direct‐effect‐based approach for causal effect decomposition with multiple mediators
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DOI: 10.1002/sim.9329
Abstract: Effect decomposition is a critical technique for mechanism investigation in settings with multiple causally ordered mediators. Causal mediation analysis is a standard method for effect decomposition, but the assumptions required for the identification process are… read more here.
Keywords: effect; controlled direct; effect decomposition; mediation ... See more keywords
Estimating controlled direct effects through marginal structural models
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DOI: 10.1017/psrm.2020.3
Abstract: Abstract When working with panel data, many researchers wish to estimate the direct effects of time-varying factors on future outcomes. However, when a baseline treatment affects both the confounders of further stages of the treatment… read more here.
Keywords: estimating controlled; controlled direct; direct effects; structural models ... See more keywords
Controlled direct effect of psychiatric disorders on cardiovascular disease: evidence from a large Kurdish cohort
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DOI: 10.1186/s12872-020-01794-6
Abstract: Background Psychiatric disorders are significantly associated with the incidence and prevalence of cardiovascular diseases, mortality, hospital readmissionn. Oral and dental hygiene may play a role in such association. This study aimed to evaluate the controlled… read more here.
Keywords: psychiatric disorders; controlled direct; direct effect; cardiovascular diseases ... See more keywords