Evaluation of the Effect of a Continuous Treatment: A Machine Learning Approach with an Application to Treatment for Traumatic Brain Injury

Evaluating treatment effectiveness under model misspecification: A comparison of targeted maximum likelihood estimation with bias-corrected matching

(2016) Noémi Kreif et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study

(2015) Romain Pirracchio et al.   Lancet Respiratory Medicine

mice: Multivariate Imputation by Chained Equations inR

(2015) Stef van Buuren et al.   Journal of Statistical Software

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

(2014) Romain Pirracchio et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

The Role of Prediction Modeling in Propensity Score Estimation: An Evaluation of Logistic Regression, bCART, and the Covariate-Balancing Propensity Score

(2014) Richard Wyss et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Risk Adjustment In Neurocritical care (RAIN) – prospective validation of risk prediction models for adult patients with acute traumatic brain injury to use to evaluate the optimum location and comparative costs of neurocritical care: a cohort study

(2014) DA Harrison et al.   HEALTH TECHNOLOGY ASSESSMENT

Targeted learning in real-world comparative effectiveness research with time-varying interventions

(2014) Romain Neugebauer et al.   STATISTICS IN MEDICINE

On regression adjustment for the propensity score

(2014) S. Vansteelandt et al.   STATISTICS IN MEDICINE

Mortality Risk Score Prediction in an Elderly Population Using Machine Learning

(2013) Sherri Rose   AMERICAN JOURNAL OF EPIDEMIOLOGY

Covariate balancing propensity score

(2013) Kosuke Imai et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

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

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

Using Ensemble-Based Methods for Directly Estimating Causal Effects: An Investigation of Tree-Based G-Computation

(2012) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

The Relative Performance of Targeted Maximum Likelihood Estimators

(2011) Kristin E. Porter et al.  

Evaluating continuous training programmes by using the generalized propensity score

(2011) Jochen Kluve et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

An Application of Collaborative Targeted Maximum Likelihood Estimation in Causal Inference and Genomics

(2010) Susan Gruber et al.  

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

(2010) Elizabeth A. Stuart   STATISTICAL SCIENCE

Intracranial Pressure Monitoring in Brain-Injured Patients is Associated With Worsening of Survival

(2009) Shahid Shafi et al.   JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE

Long-term consequences of the delay between virologic failure of highly active antiretroviral therapy and regimen modification

(2008) Maya L Petersen et al.   AIDS

Predicting Outcome after Traumatic Brain Injury: Development and International Validation of Prognostic Scores Based on Admission Characteristics

(2008) Ewout W Steyerberg et al.   PLOS MEDICINE