Evaluation and comparison of covariate balance metrics in studies with time-dependent confounding

DOI10.1002/sim.10188MaRDI QIDQ6652608

Caroline Sirois, Jason R. Guertin, David Adenyo, Bernard Candas, Denis Talbot

Publication date: 12 December 2024

Published in: Statistics in Medicine (Search for Journal in Brave)

zbMATH Keywords

time-varying covariatesinverse probability of treatment weightingtime-dependent confoundingcovariate balancebalance metric

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10)

Cites Work

• Does Cox analysis of a randomized survival study yield a causal treatment effect?
• Causal inference in longitudinal studies with history-restricted marginal structural models
• Bias Reduction Using Mahalanobis-Metric Matching
• Confounding adjustment methods for multi-level treatment comparisons under lack of positivity and unknown model specification
• Multivariate Matching Methods That Are Monotonic Imbalance Bounding
• A test for the correct specification of marginal structural models
• Missing confounding data in marginal structural models: a comparison of inverse probability weighting and multiple imputation
• Accuracy of conventional and marginal structural Cox model estimators: a simulation study

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