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This is a Quantitative Study study.

October 12, 2025Structural Equation Modeling A Multidisciplinary Journal

Controlling for Large Sets of Measured Confounders in Mediation Analysis: Comparison of Bayesian Model Averaging, the LASSO, and Path Analysis

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Path analysis provided unbiased estimates with appropriate Type I error rates.
Bayesian Model Averaging and LASSO demonstrated higher power but also showed excessive bias at times.
Including too many confounders might increase variance, affecting estimator reliability.
The analysis involved an example from the PROsetta Stone project, validating methods in real-world scenarios.

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Implication

This analysis compares the bias and efficiency of mediation methods including Bayesian Model Averaging and LASSO, highlighting implications for causal effects.

Cite This Study

Miočević et al. (2025) studied this question.

synapsesocial.com/papers/68ec384042a190b2c3519986 https://doi.org/10.1080/10705511.2025.2559270

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Implication

This analysis compares the bias and efficiency of mediation methods including Bayesian Model Averaging and LASSO, highlighting implications for causal effects.

Controlling for Large Sets of Measured Confounders in Mediation Analysis: Comparison of Bayesian Model Averaging, the LASSO, and Path Analysis

Key Points

Discussion

Implication

Cite This Study

Controlling for Large Sets of Measured Confounders in Mediation Analysis: Comparison of Bayesian Model Averaging, the LASSO, and Path Analysis

Key Points

Discussion

Implication

Cite This Study

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