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Open access Sep 2026

A flexible framework for robust and efficient Mendelian randomization with debiasing

Abstract Mendelian randomization (MR) has been widely used to infer causal relationships between exposures and outcomes in epidemiological studies. However, classical MR assumptions can be violated when genetic variants are associated with outcomes through pathways other than the exposure, leading to uncorrelated and/o...

Linsui Deng, Ke-Jun He, Xian-Yang Zhang · 0 citations
Open access Oct 2026

Robust Bayesian exceedance screening for count data

Rare-event screening in count data often concerns latent upper-tail risk rather than large observed counts alone. We develop a robust Bayesian procedure whose parameter-conditional tail functional is θi(ϑ)=Prϑ(Yirep>τi∣xi)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \use...

Abdolnasser Sadeghkhani · 0 citations

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