Association, causation, and marginal structural models.

From MaRDI portal
Publication:1568380

DOI10.1023/A:1005285815569zbMath1078.62523OpenAlexW1601979579MaRDI QIDQ1568380

James M. Robins

Publication date: 1999

Published in: Synthese (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1023/a:1005285815569




Related Items

Design and analysis considerations for comparing dynamic treatment regimens with binary outcomes from sequential multiple assignment randomized trialsMarginal structural models for estimating principal stratum direct effects under the monotonicity assumptionSensitivity analysis for unmeasured confounding in a marginal structural Cox proportional hazards modelMonte-Carlo Sensitivity Analysis for Controlled Direct Effects Using Marginal Structural Models in the Presence of Confounded MediatorsNonparametric causal effects based on marginal structural modelsHigh-dimensional inference for personalized treatment decisionNew \(G\)-formula for the sequential causal effect and blip effect of treatment in sequential causal inferenceJoint calibrated estimation of inverse probability of treatment and censoring weights for marginal structural modelsCausal inference: Critical developments, past and futureRandomization does not justify logistic regressionAssumption-Lean Cox RegressionComparison of Approaches to Weight Truncation for Marginal Structural Cox ModelsQ-learning with censored dataA cross-validation deletion-substitution-addition model selection algorithm: application to marginal structural modelsCausal inferences from many experimentsIdentifying and estimating net effects of treatments in sequential causal inferenceStructural Nested Mean Models for Assessing Time-Varying Effect ModerationStructural Nested Cumulative Failure Time Models to Estimate the Effects of InterventionsBayesian Inference for the Causal Effect of MediationOn regression adjustments to experimental dataBayesian Inference for Dynamic Treatment Regimes: Mobility, Equity, and Efficiency in Student TrackingEvaluating the impact of a HIV low-risk express care task-shifting program: a case study of the targeted learning roadmapWhy prefer double robust estimators in causal inference?Estimating causal effects from multiple cycle data in studies of in vitro fertilizationAn Approach for Estimating Causal Effects in Randomized Trials with NoncomplianceComparison of causal effect estimators under exposure misclassificationSensitivity Analysis of Unmeasured Confounding for the Causal Risk Ratio by Applying Marginal Structural ModelsA flexible sensitivity analysis approach for unmeasured confounding with multiple treatments and a binary outcome with application to SEER-Medicare lung cancer dataSensitivity Analysis for m‐Estimates, Tests, and Confidence Intervals in Matched Observational StudiesTime Series Experiments and Causal Estimands: Exact Randomization Tests and TradingSensitivity Analysis for m‐Estimates, Tests, and Confidence Intervals in Matched Observational StudiesEstimating Causal Treatment Effects from Longitudinal HIV Natural History Studies Using Marginal Structural ModelsCausal effects in longitudinal studies: Definition and maximum likelihood estimationThe Relation of Different Concepts of Causality Used in Time Series and MicroeconometricsSensitivity analysis for causal inference using inverse probability weightingEstimating the Causal Effect of Low Tidal Volume Ventilation on Survival in Patients with Acute Lung InjuryAutomated versus do-it-yourself methods for causal inference: lessons learned from a data analysis competitionNonparametric bounds and sensitivity analysis of treatment effectsHealthy, wealthy, and wise? Tests for direct causal paths between health and socioeconomic status. (With commentaries and responses)