Improving Propensity Score Estimators' Robustness to Model Misspecification Using Super Learner

A comparison of 12 algorithms for matching on the propensity score

(2013) Peter C. Austin   STATISTICS IN MEDICINE

Covariate Selection in High-Dimensional Propensity Score Analyses of Treatment Effects in Small Samples

(2011) Jeremy A. Rassen et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Propensity scores in intensive care and anaesthesiology literature: a systematic review

(2010) Etienne Gayat et al.   INTENSIVE CARE MEDICINE

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

The role of the c-statistic in variable selection for propensity score models

(2010) Daniel Westreich et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Diagnosing and responding to violations in the positivity assumption

(2010) Maya L Petersen et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

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

A weakly informative default prior distribution for logistic and other regression models

(2009) Andrew Gelman et al.   Annals of Applied Statistics

High-dimensional Propensity Score Adjustment in Studies of Treatment Effects Using Health Care Claims Data

(2009) Sebastian Schneeweiss et al.   EPIDEMIOLOGY

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

(2009) Peter C. Austin   STATISTICS IN MEDICINE

Use of Stabilized Inverse Propensity Scores as Weights to Directly Estimate Relative Risk and Its Confidence Intervals

(2009) Stanley Xu et al.   VALUE IN HEALTH

Adolescent Cannabis Problems and Young Adult Depression: Male-Female Stratified Propensity Score Analyses

(2008) V. S. Harder et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

The performance of different propensity-score methods for estimating relative risks

(2008) Peter C. Austin   JOURNAL OF CLINICAL EPIDEMIOLOGY

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

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

Impact of mis‐specification of the treatment model on estimates from a marginal structural model

(2008) Geneviève Lefebvre et al.   STATISTICS IN MEDICINE