Regularized Regression Versus the High-Dimensional Propensity Score for Confounding Adjustment in Secondary Database Analyses

Studies with Many Covariates and Few Outcomes

(2014) Elisabetta Patorno et al.   EPIDEMIOLOGY

Learning from Big Health Care Data

(2014) Sebastian Schneeweiss   NEW ENGLAND JOURNAL OF MEDICINE

Plasmode simulation for the evaluation of pharmacoepidemiologic methods in complex healthcare databases

(2013) Jessica M. Franklin et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Uncertainty in Propensity Score Estimation: Bayesian Methods for Variable Selection and Model-Averaged Causal Effects

(2013) Corwin Matthew Zigler et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian Effect Estimation Accounting for Adjustment Uncertainty

(2012) Chi Wang et al.   BIOMETRICS

Role of disease risk scores in comparative effectiveness research with emerging therapies

(2012) Robert J. Glynn et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

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

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

Effects of Adjusting for Instrumental Variables on Bias and Precision of Effect Estimates

(2011) Jessica A. Myers et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Confounding Control in Healthcare Database Research

(2010) M. Alan Brookhart et al.   MEDICAL CARE

A basic study design for expedited safety signal evaluation based on electronic healthcare data

(2010) Sebastian Schneeweiss   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

On model selection and model misspecification in causal inference

(2010) Stijn Vansteelandt et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

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

(2009) Sebastian Schneeweiss et al.   EPIDEMIOLOGY

Overadjustment Bias and Unnecessary Adjustment in Epidemiologic Studies

(2009) Enrique F. Schisterman et al.   EPIDEMIOLOGY

Adjustment uncertainty in effect estimation

(2008) C. M. Crainiceanu et al.   BIOMETRIKA