An overview of propensity score matching methods for clustered data

Tinnitus and 3-Year Change in Audiometric Hearing Thresholds

(2021) Sharon G. Curhan et al.   EAR AND HEARING

Osteoporosis, bisphosphonate use, and risk of moderate or worse hearing loss in women

(2021) Sharon G. Curhan et al.   JOURNAL OF THE AMERICAN GERIATRICS SOCIETY

Random forests for high-dimensional longitudinal data

(2020) Louis Capitaine et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Misuse of Regression Adjustment for Additional Confounders Following Insufficient Propensity Score Balancing

(2019) Tomohiro Shinozaki et al.   EPIDEMIOLOGY

Prospective Study of Dietary Patterns and Hearing Threshold Decline

(2019) Sharon G Curhan et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Mixed Effect Machine Learning: a framework for predicting longitudinal change in hemoglobin A1c

(2018) Che Ngufor et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Propensity score matching and subclassification in observational studies with multi-level treatments

(2016) Shu Yang et al.   BIOMETRICS

Optimal Multilevel Matching in Clustered Observational Studies: A Case Study of the Effectiveness of Private Schools Under a Large-Scale Voucher System

(2016) José R. Zubizarreta et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Identification and Estimation of Causal Mechanisms in Clustered Encouragement Designs: Disentangling Bed Nets Using Bayesian Principal Stratification

(2016) Laura Forastiere et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Propensity score matching with clustered data. An application to the estimation of the impact of caesarean section on the Apgar score

(2016) Bruno Arpino et al.   STATISTICS IN MEDICINE

The performance of inverse probability of treatment weighting and full matching on the propensity score in the presence of model misspecification when estimating the effect of treatment on survival outcomes

(2015) Peter C Austin et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Matching for balance, pairing for heterogeneity in an observational study of the effectiveness of for-profit and not-for-profit high schools in Chile

(2014) José R. Zubizarreta et al.   Annals of Applied Statistics

A tutorial on propensity score estimation for multiple treatments using generalized boosted models

(2013) Daniel F. McCaffrey et al.   STATISTICS IN MEDICINE

Propensity score weighting with multilevel data

(2013) Fan Li et al.   STATISTICS IN MEDICINE

Mixed-effects random forest for clustered data

(2012) Ahlem Hajjem et al.   JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION

Model misspecification and robustness in causal inference: comparing matching with doubly robust estimation

(2012) Ingeborg Waernbaum   STATISTICS IN MEDICINE

Propensity score model specification for estimation of average treatment effects

(2010) Ingeborg Waernbaum   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

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

(2010) Elizabeth A. Stuart   STATISTICAL SCIENCE

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