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Author

D. Novikov

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Review Open access Oct 2026

Large language model consensus for reliable research cohort construction from radiology reports: a retrospective cohort study

Background Large-scale retrospective studies often require researchers to adjudicate outcomes or cohort eligibility from unstructured clinical records. Manual review can provide reliable labels but is difficult to scale. We developed and evaluated a consensus workflow using multiple large language models (LLMs) to auto...

W. Rui, J. Ma, V. Stepanov et al. · 0 citations

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