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LEAPS-MPS: A Bayesian Framework for Multilevel and High Dimensional Causal Mediation Analy — NSF Award to Western Michigan Univers

In epidemiology and many other disciplines, it is often of interest to evaluate an overall treatment or exposure effect on a response. Of even greater interest is to explain the underlying mechanism by which the effect of an exposure on the outcome is mediated through a casual intermediate variable or mediator. In prac

Award titleLEAPS-MPS: A Bayesian Framework for Multilevel and High Dimensional Causal Mediation Analy
Award ID2418816
AwardeeWestern Michigan University
CityKALAMAZOO
StateMI
Amount obligated$241,432
Principal investigatorDuy Ngo
ProgramLEAPS-MPS
Start date09/01/2024
AbstractIn epidemiology and many other disciplines, it is often of interest to evaluate an overall treatment or exposure effect on a response. Of even greater interest is to explain the underlying mechanism by which the effect of an exposure on the outcome is mediated through a casual intermediate variable or mediator. In practice, mediation analysis utilizes one or more measured mediators hypothesized to lie on the causal pathway between the exposure and the outcome. With the advancement of high-throug
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