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A brief guide to propensity score analysis
In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and res...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Iran University of Medical Sciences
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387794/ https://www.ncbi.nlm.nih.gov/pubmed/30815417 http://dx.doi.org/10.14196/mjiri.32.122 |
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author | Ebrahim Valojerdi, Ameneh Janani, Leila |
author_facet | Ebrahim Valojerdi, Ameneh Janani, Leila |
author_sort | Ebrahim Valojerdi, Ameneh |
collection | PubMed |
description | In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and researchers who are applying propensity score analysis as a tool for analyzing observational data. We reviewed literature about how, when and why propensity score is used and then we discussed some important practical issues in using propensity score in observational studies. Appling propensity score as a method for analyzing observational studies is very useful but, we should know when and how we can use this method. Moreover, new methods of propensity score analysis such as Bayesian and doubly robust approaches were established in recent years, and these methods could be more useful for researchers in estimating causal effect from observational studies. |
format | Online Article Text |
id | pubmed-6387794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Iran University of Medical Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-63877942019-02-27 A brief guide to propensity score analysis Ebrahim Valojerdi, Ameneh Janani, Leila Med J Islam Repub Iran Debate Article In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and researchers who are applying propensity score analysis as a tool for analyzing observational data. We reviewed literature about how, when and why propensity score is used and then we discussed some important practical issues in using propensity score in observational studies. Appling propensity score as a method for analyzing observational studies is very useful but, we should know when and how we can use this method. Moreover, new methods of propensity score analysis such as Bayesian and doubly robust approaches were established in recent years, and these methods could be more useful for researchers in estimating causal effect from observational studies. Iran University of Medical Sciences 2018-12-07 /pmc/articles/PMC6387794/ /pubmed/30815417 http://dx.doi.org/10.14196/mjiri.32.122 Text en © 2018 Iran University of Medical Sciences http://creativecommons.org/licenses/by-nc/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution NonCommercial 3.0 License (CC BY-NC 3.0), which allows users to read, copy, distribute and make derivative works for non-commercial purposes from the material, as long as the author of the original work is cited properly. |
spellingShingle | Debate Article Ebrahim Valojerdi, Ameneh Janani, Leila A brief guide to propensity score analysis |
title | A brief guide to propensity score analysis |
title_full | A brief guide to propensity score analysis |
title_fullStr | A brief guide to propensity score analysis |
title_full_unstemmed | A brief guide to propensity score analysis |
title_short | A brief guide to propensity score analysis |
title_sort | brief guide to propensity score analysis |
topic | Debate Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387794/ https://www.ncbi.nlm.nih.gov/pubmed/30815417 http://dx.doi.org/10.14196/mjiri.32.122 |
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