Causal Inference in Presence of Intra‐Patient Correlation due to Repeated Measurements of Exposure and Outcome in Longitudinal Settings

When analyzing longitudinal data in the presence of time-dependent confounding using g-methods, intra-patient correlation due to repeated measurements of exposure and outcome should be accounted for in the causal reasoning.

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Publication Details

Journal
Statistics in Medicine
Published
2025-03-05
DOI
https://doi.org/10.1002/sim.70037
Primary Topic
Advanced Causal Inference Techniques
Type
article
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article

Causal Inference in Presence of Intra‐Patient Correlation due to Repeated Measurements of Exposure and Outcome in Longitudinal Settings

Sandra Vukusic, Fabien Rollot, Romain Casey, Antoine Gavoille et al.
Statistics in Medicine
Advanced Causal Inference Techniques
article

Causal Inference in Presence of Intra‐Patient Correlation due to Repeated Measurements of Exposure and Outcome in Longitudinal Settings

Sandra Vukusic, Fabien Rollot, Romain Casey, Antoine Gavoille, Fabien Subtil, Muriel Rabilloud
article en

Abstract

When analyzing longitudinal data in the presence of time-dependent confounding using g-methods, intra-patient correlation due to repeated measurements of exposure and outcome should be accounted for in the causal reasoning.

Statistics in MedicineVol. 44(6)
Université Claude Bernard Lyon 1 (FR), Centre National de la Recherche Scientifique (FR), Inserm (FR), Centre de Recherche en Neurosciences de Lyon (FR), Hospices Civils de Lyon (FR), Observatoire Français de la Sclérose en Plaques (FR), Laboratoire de Biométrie et Biologie Evolutive (FR)
Openalex Percentile: Top 95%
Advanced Causal Inference Techniques
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