Healthcare utilization is a collider: an introduction to collider bias in EHR data reuse.

Journal of the American Medical Informatics Association : JAMIA(2023)

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摘要
We focus specifically on problems that may arise from conditioning on forms of healthcare utilization, a common collider that is an implicit selection criterion when one reuses EHR data. Directed acyclic graphs (DAGs) are introduced as a tool for identifying potential sources of bias during study design and planning. References for additional resources on causal inference and DAG construction are provided.
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关键词
EHR data reuse,cohort selection,collider bias,directed acyclic graphs,real-world data
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