Recent development of propensity score methods in observational studies: Multi-categorical treatment, causal mediation, and heterogeneity

2015 ◽  
Vol 64 (1) ◽  
pp. 60-82 ◽  
Author(s):  
Anning Hu ◽  
Sarah A Mustillo
Keyword(s):  
Propensity Score ◽  
Observational Studies ◽  
Propensity Score Methods ◽  
Causal Mediation

scholarly journals Applying Propensity Score Methods in Clinical Research in Neurology

Neurology ◽  
2021 ◽  
pp. 10.1212/WNL.0000000000012777
Author(s):  
Peter C. Austin ◽  
Amy Ying Xin Yu ◽  
Manav V. Vyas ◽  
Moira K. Kapral
Keyword(s):  
Propensity Score ◽  
Clinical Research ◽  
Propensity Score Matching ◽  
Observational Studies ◽  
Observational Research ◽  
Covariate Adjustment ◽  
Inverse Probability ◽  
Propensity Score Methods ◽  
Neurological Research ◽  
Propensity Score Stratification

Propensity score-based analysis is increasingly being used in observational studies to estimate the effects of treatments, interventions, and exposures. We introduce the concept of the propensity score and how it can be used in observational research. We describe four different ways of using the propensity score: matching on the propensity score, inverse probability of treatment weighting using the propensity score, stratification on the propensity score, and covariate adjustment on the propensity score (with a focus on the first two). We provide recommendations for the use and reporting of propensity score methods for the conduct of observational studies in neurological research.

Propensity Score Methods for Bias Reduction in Observational Studies of Treatment Effect

2018 ◽  
Vol 44 (2) ◽  
pp. 203-213 ◽  
Author(s):  
Sindhu R. Johnson ◽  
George A. Tomlinson ◽  
Gillian A. Hawker ◽  
John T. Granton ◽  
Brian M. Feldman
Keyword(s):  
Propensity Score ◽  
Treatment Effect ◽  
Observational Studies ◽  
Bias Reduction ◽  
Propensity Score Methods

Bayesian misclassification and propensity score methods for clustered observational studies

2017 ◽  
Vol 45 (9) ◽  
pp. 1547-1560 ◽  
Author(s):  
Qi Zhou ◽  
Yoo-Mi Chin ◽  
James D. Stamey ◽  
Joon Jin Song
Keyword(s):  
Propensity Score ◽  
Observational Studies ◽  
Propensity Score Methods
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