Balancing properties : a need for the application of propensity score methods in estimation of treatment effects
Urkaregi, Arantza (Universidad del País Vasco)
Martínez Indart, Lorea (Instituto de Investigación Sanitaria Biocruces Bizkaia)
Pijoán, José Ignacio (Instituto de Salud Carlos III)
Date: |
2014 |
Abstract: |
There has been recently a striking increase in the use of propensity score methods in health sciences research as a tool to adjust for selection bias in making causal inferences from observational controlled studies. However, reviews of published studies that use these techniques suggest that investigators often do not pay proper attention to thorough verification of appropriate fulfilment of propensity score adjusting properties. By using a case study in which balance is not achieved, we illustrate the need to systematically asses the accomplishment of the balancing property of the propensity score as a critical requirement for obtaining unbiased treatment effects estimates. |
Rights: |
Aquest document està subjecte a una llicència d'ús Creative Commons. Es permet la reproducció total o parcial i la comunicació pública de l'obra, sempre que no sigui amb finalitats comercials, i sempre que es reconegui l'autoria de l'obra original. No es permet la creació d'obres derivades. |
Language: |
Anglès |
Document: |
Article ; recerca ; Versió publicada |
Subject: |
Propensity score ;
Balancing score ;
Treatment effect |
Published in: |
SORT : statistics and operations research transactions, Vol. 38 Núm. 2 (July-December 2014) , p. 271-284, ISSN 2013-8830 |
Adreça alternativa: https://raco.cat/index.php/SORT/article/view/284045
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Record created 2015-01-14, last modified 2022-09-28