Causal Models and Learning from Data

A Causal Framework for Understanding the Effect of Losses to Follow-up on Epidemiologic Analyses in Clinic-based Cohorts: The Case of HIV-infected Patients on Antiretroviral Therapy in Africa

(2012) E. H. Geng et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Causal inference in epidemiological studies with strong confounding

(2012) Kelly L. Moore et al.   STATISTICS IN MEDICINE

The causal effect of switching to second-line ART in programmes without access to routine viral load monitoring

(2011) Thomas Gsponer et al.   AIDS

Population Intervention Causal Effects Based on Stochastic Interventions

(2011) Iván Díaz Muñoz et al.   BIOMETRICS

Compound Treatments and Transportability of Causal Inference

(2011) Miguel A. Hernán et al.   EPIDEMIOLOGY

Compound Treatments, Transportability, and the Structural Causal Model

(2011) Maya L. Petersen   EPIDEMIOLOGY

Time Scale and Adjusted Survival Curves for Marginal Structural Cox Models

(2010) D. Westreich et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Causal Models

(2010) Joseph W. Hogan   EPIDEMIOLOGY

Causal Models

(2010) Beverly Levine   EPIDEMIOLOGY

Bias Formulas for Sensitivity Analysis of Unmeasured Confounding for General Outcomes, Treatments, and Confounders

(2010) Tyler J. VanderWeele et al.   EPIDEMIOLOGY

Diagnosing and responding to violations in the positivity assumption

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

Identification, Inference and Sensitivity Analysis for Causal Mediation Effects

(2010) Kosuke Imai et al.   STATISTICAL SCIENCE

Intervening on risk factors for coronary heart disease: an application of the parametric g-formula

(2009) Sarah L Taubman et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Analysing direct effects in randomized trials with secondary interventions: an application to human immunodeficiency virus prevention trials

(2009) Michael Rosenblum et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

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

(2008) Maya L Petersen et al.   AIDS

Observational Studies Analyzed Like Randomized Experiments

(2008) Miguel A. Hernán et al.   EPIDEMIOLOGY

Observation plans in longitudinal studies with time-varying treatments

(2008) Miguel A Hernán et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Estimation and extrapolation of optimal treatment and testing strategies

(2008) James Robins et al.   STATISTICS IN MEDICINE