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DAG-informed regression modelling, agent-based modelling and microsimulation modelling: a critical comparison of methods for causal inference

The current paradigm for causal inference in epidemiology relies primarily on the evaluation of counterfactual contrasts via statistical regression models informed by graphical causal models (often in the form of directed acyclic graphs, or DAGs) and their underlying mathematical theory. However, th...

Täydet tiedot

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Bibliografiset tiedot
Julkaisussa:Int J Epidemiol
Päätekijät: Arnold, Kellyn F, Harrison, Wendy J, Heppenstall, Alison J, Gilthorpe, Mark S
Aineistotyyppi: Artigo
Kieli:Inglês
Julkaistu: Oxford University Press 2019
Aiheet:
Linkit:https://ncbi.nlm.nih.gov/pmc/articles/PMC6380300/
https://ncbi.nlm.nih.gov/pubmed/30520989
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/ije/dyy260
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