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HCDPD: A Heterogeneous Causal Framework for Disease Pattern Detection in Medical Imaging

2025-04-16 radiology and imaging Title + abstract only
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Understanding the causal effects of diseases on body organs through medical imaging is crucial for advancing research and improving clinical outcomes. This paper introduces a novel causal inference framework, Heterogeneous Causal Disease Pattern Detection (HCDPD), designed to map the complex causal pathways from early-stage diseases to latent disease patterns and their manifestation in organs as observed in later-stage medical images. HCDPD serves as a potential outcome framework for multivariat...

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