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Confounding control in a non-experimental study of STAR*D data: Logistic regression balanced covariates better than boosted CART

PURPOSE: Propensity scores, a powerful bias-reduction tool, can balance treatment groups on measured covariates in non-experimental studies. We demonstrate the use of multiple propensity score estimation methods to optimize covariate balance. METHODS: We used secondary data from 1,292 adults with no...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Ellis, Alan R., Dusetzina, Stacie B., Hansen, Richard A., Gaynes, Bradley N., Farley, Joel F., Stürmer, Til
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2013
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3773847/
https://ncbi.nlm.nih.gov/pubmed/23419508
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.annepidem.2013.01.004
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