Oversampling and replacement strategies in propensity score matching: a critical review focused on small sample size in clinical settings

Propensity Score Analysis with Partially Observed Baseline Covariates: A Practical Comparison of Methods for Handling Missing Data

(2021) Daniele Bottigliengo et al.   International Journal of Environmental Research and Public Health

Variance estimation when using propensity‐score matching with replacement with survival or time‐to‐event outcomes

(2020) Peter C. Austin et al.   STATISTICS IN MEDICINE

Performance of propensity score matching to estimate causal effects in small samples

(2020) Anais Andrillon et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Comparison of methods for handling covariate missingness in propensity score estimation with a binary exposure

(2020) Donna L. Coffman et al.   BMC Medical Research Methodology

Uncertainty in the design stage of two‐stage Bayesian propensity score analysis

(2020) Shirley X. Liao et al.   STATISTICS IN MEDICINE

Using simulation studies to evaluate statistical methods

(2019) Tim P. Morris et al.   STATISTICS IN MEDICINE

Surgical Aortic Valve Replacement with New Generation Bioprostheses: Sutureless Perceval-S Versus Rapid-Deployment Intuity

(2019) Augusto D’Onofrio et al.   JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY

Logistic regression with missing covariates—Parameter estimation, model selection and prediction within a joint-modeling framework

(2019) Wei Jiang et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Tricuspid Valve Detachment in Ventricular Septal Defect Closure Does Not Impact Valve Function

(2018) Charles D. Fraser et al.   ANNALS OF THORACIC SURGERY

Long-Term Outcomes of Childhood Left Ventricular Non-Compaction Cardiomyopathy: Results from a National Population-Based Study

(2018) William Y. Shi et al.   CIRCULATION

A pilot study on the efficacy and safety of a minimally invasive surgical and anesthetic approach for ventricular assist device implantation

(2018) Jonida Bejko et al.   INTERNATIONAL JOURNAL OF ARTIFICIAL ORGANS

Rapid Deployment Versus Conventional Bioprosthetic Valve Replacement for Aortic Stenosis

(2018) Stephan Ensminger et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Minimally invasive implantation of continuous flow left ventricular assist devices: the evolution of surgical techniques in a single centre experience

(2018) Massimiliano Carrozzini et al.   ARTIFICIAL ORGANS

A comparison of different methods to handle missing data in the context of propensity score analysis

(2018) Jungyeon Choi et al.   EUROPEAN JOURNAL OF EPIDEMIOLOGY

Left ventricle assist devices and driveline’s infection incidence: a single-centre experience

(2017) Jonida Bejko et al.   JOURNAL OF ARTIFICIAL ORGANS

Propensity score analysis with partially observed covariates: How should multiple imputation be used?

(2017) Clémence Leyrat et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Acute DeBakey Type I aortic dissection without intimal tear in the arch: is total arch replacement the right choice?

(2017) Andrea Colli et al.   Interactive Cardiovascular and Thoracic Surgery

Matching on the Estimated Propensity Score

(2016) Alberto Abadie et al.   ECONOMETRICA

Analysis of early and long-term outcomes of acute type A aortic dissection according to the new international aortic arch surgery study group recommendations

(2015) Andrea Colli et al.   HEART AND VESSELS

Estimation of causal effects of binary treatments in unconfounded studies with one continuous covariate

(2015) R Gutman et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

The use of bootstrapping when using propensity-score matching without replacement: a simulation study

(2014) Peter C. Austin et al.   STATISTICS IN MEDICINE

Prognostic score–based balance measures can be a useful diagnostic for propensity score methods in comparative effectiveness research

(2013) Elizabeth A. Stuart et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

A comparison of 12 algorithms for matching on the propensity score

(2013) Peter C. Austin   STATISTICS IN MEDICINE

Metrics for covariate balance in cohort studies of causal effects

(2013) Jessica M. Franklin et al.   STATISTICS IN MEDICINE

Variance reduction in randomised trials by inverse probability weighting using the propensity score

(2013) Elizabeth J. Williamson et al.   STATISTICS IN MEDICINE

Evaluation of the Propensity score methods for estimating marginal odds ratios in case of small sample size

(2012) Romain Pirracchio et al.   BMC Medical Research Methodology

Missing covariate data in clinical research: when and when not to use the missing-indicator method for analysis

(2012) R. H. H. Groenwold et al.   CANADIAN MEDICAL ASSOCIATION JOURNAL

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

(2011) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

Statistical Criteria for Selecting the Optimal Number of Untreated Subjects Matched to Each Treated Subject When Using Many-to-One Matching on the Propensity Score

(2010) Peter C. Austin   AMERICAN JOURNAL OF EPIDEMIOLOGY

A Data-Generation Process for Data with Specified Risk Differences or Numbers Needed to Treat

(2010) Peter C. Austin   COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

(2010) Daniel Westreich et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Long-Term Safety and Efficacy of Stenting Versus Coronary Artery Bypass Grafting for Unprotected Left Main Coronary Artery Disease

(2010) Duk-Woo Park et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Optimal caliper widths for propensity-score matching when estimating differences in means and differences in proportions in observational studies

(2010) Peter C. Austin   PHARMACEUTICAL STATISTICS

Matching Methods for Causal Inference: A Review and a Look Forward

(2010) Elizabeth A. Stuart   STATISTICAL SCIENCE

The performance of different propensity-score methods for estimating differences in proportions (risk differences or absolute risk reductions) in observational studies

(2010) Peter C. Austin   STATISTICS IN MEDICINE

Some Methods of Propensity-Score Matching had Superior Performance to Others: Results of an Empirical Investigation and Monte Carlo simulations

(2009) Peter C. Austin   BIOMETRICAL JOURNAL

Absolute risk reductions, relative risks, relative risk reductions, and numbers needed to treat can be obtained from a logistic regression model

(2009) Peter C. Austin   JOURNAL OF CLINICAL EPIDEMIOLOGY

Improving propensity score weighting using machine learning

(2009) Brian K. Lee et al.   STATISTICS IN MEDICINE

Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples

(2009) Peter C. Austin   STATISTICS IN MEDICINE

Evaluating uses of data mining techniques in propensity score estimation: a simulation study

(2008) Soko Setoguchi et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY