Article

CLIN-SUMM: Incremental Longitudinal Summarization of Clinical Notes Enables Scalable Representation and Early Disease Prediction

2025-12-02

Abstract excerpt

Electronic health records contain years of longitudinal clinical notes rich in evolving patient information, yet their volume, redundancy, and fragmentation limit clinical usability and scalable modeling. We present CLIN-SUMM (Clinical Longitudinal Insight from Notes using Summarization), a framework that restructures summarization as a longitudinal representation problem. Rather than collapsing histories into sta...

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Literature Corpus work: 34fd1d98-c552-5159-a3aa-a16f9648abd3
DOI: 10.64898/2025.11.28.25341233

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