High-dimensional propensity score algorithm in comparative effectiveness research with time-varying interventions

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

(2014) Romain Neugebauer et al.   STATISTICS IN MEDICINE

When to Initiate Combined Antiretroviral Therapy to Reduce Mortality and AIDS-Defining Illness in HIV-Infected Persons in Developed Countries

(2013)   ANNALS OF INTERNAL MEDICINE

Impact of Specific Glucose-Control Strategies on Microvascular and Macrovascular Outcomes in 58,000 Adults With Type 2 Diabetes

(2013) R. Neugebauer et al.   DIABETES CARE

Super learning to hedge against incorrect inference from arbitrary parametric assumptions in marginal structural modeling

(2013) Romain Neugebauer et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Using high-dimensional propensity scores to automate confounding control in a distributed medical product safety surveillance system

(2012) Jeremy A. Rassen et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Dynamic marginal structural modeling to evaluate the comparative effectiveness of more or less aggressive treatment intensification strategies in adults with type 2 diabetes

(2012) Romain Neugebauer et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Causal inference in epidemiological studies with strong confounding

(2012) Kelly L. Moore et al.   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

Population Intervention Causal Effects Based on Stochastic Interventions

(2011) Iván Díaz Muñoz et al.   BIOMETRICS

Confounding adjustment via a semi-automated high-dimensional propensity score algorithm: an application to electronic medical records

(2011) Sengwee Toh et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Concerning the Consistency Assumption in Causal Inference

(2010) Tyler J. VanderWeele   EPIDEMIOLOGY

On the Consistency Rule in Causal Inference

(2010) Judea Pearl   EPIDEMIOLOGY

An Introduction to Causal Inference

(2010) Judea Pearl  

Effect of intensive treatment of hyperglycaemia on microvascular outcomes in type 2 diabetes: an analysis of the ACCORD randomised trial

(2010) Faramarz Ismail-Beigi et al.   LANCET

Diagnosing and responding to violations in the positivity assumption

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

Near-normalization of glucose and microvascular diabetes complications: data from ACCORD and ADVANCE

(2010) Patrick J. O’Connor et al.   Therapeutic Advances in Endocrinology and Metabolism

Exhaustion, Automation, Theory, and Confounding

(2009) Marshall M. Joffe   EPIDEMIOLOGY

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

(2009) Sebastian Schneeweiss et al.   EPIDEMIOLOGY

Effect of intensive control of glucose on cardiovascular outcomes and death in patients with diabetes mellitus: a meta-analysis of randomised controlled trials

(2009) Kausik K Ray et al.   LANCET

Constructing Inverse Probability Weights for Marginal Structural Models

(2008) S. R. Cole et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Medical Management of Hyperglycemia in Type 2 Diabetes: A Consensus Algorithm for the Initiation and Adjustment of Therapy: A consensus statement of the American Diabetes Association and the European Association for the Study of Diabetes

(2008) D. M. Nathan et al.   DIABETES CARE

Intensive Glycemic Control and the Prevention of Cardiovascular Events: Implications of the ACCORD, ADVANCE, and VA Diabetes Trials: A position statement of the American Diabetes Association and a scientific statement of the American College of Cardiology Foundation and the American Heart Association

(2008) J. S. Skyler et al.   DIABETES CARE

Intensive Blood Glucose Control and Vascular Outcomes in Patients with Type 2 Diabetes

(2008)   NEW ENGLAND JOURNAL OF MEDICINE

Effects of Intensive Glucose Lowering in Type 2 Diabetes

(2008)   NEW ENGLAND JOURNAL OF MEDICINE

10-Year Follow-up of Intensive Glucose Control in Type 2 Diabetes

(2008) Rury R. Holman et al.   NEW ENGLAND JOURNAL OF MEDICINE

Glucose Control and Vascular Complications in Veterans with Type 2 Diabetes

(2008) William Duckworth et al.   NEW ENGLAND JOURNAL OF MEDICINE

Estimation and extrapolation of optimal treatment and testing strategies

(2008) James Robins et al.   STATISTICS IN MEDICINE