Article

LLM-based reconstruction of longitudinal clinical trajectories in chronic liver disease

2026-02-10

Abstract excerpt

Liver cancer primarily develops in patients with chronic liver disease (CLD), yet most cases are diagnosed at advanced stages with poor prognosis. While CLD surveillance generates extensive longitudinal data, its free-text nature hinders large-scale research. To address this, we developed a scalable framework using open-source LLMs with constrained decoding to process unstructured text across radiology, pathology,...

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Literature Corpus work: 735b6034-6471-5f72-9004-b3936723a40d
DOI: 10.64898/2026.02.10.26345124

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