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Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/81708, first published .
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Labeling Clinical Notes With Large Language Models: Retrospective Benchmarking Study

Labeling Clinical Notes With Large Language Models: Retrospective Benchmarking Study

Pritam Mukherjee   1 , PhD ;   Michael Nazmifar   1 , BA ;   Vivek Batheja   1 , MD ;   Ricardo Bigolin Lanfredi   1 , PhD ;   Abhinav Suri   1 , MPH ;   Anisa Prasad   1 , BA ;   Nicole Tran   1 , BS ;   Sydney Lewis   1 , MS ;   Nusrat Rabbee   2 , PhD ;   Ronald M Summers   1 , MD, PhD

1 Imaging Biomarkers and Computer Aided Diagnosis Lab, Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, MD, United States

2 Biostatistics and Clinical Epidemiology Service, National Institutes of Health Clinical Center, Bethesda, MD, United States

Corresponding Author:

  • Ronald M Summers, MD, PhD
  • Imaging Biomarkers and Computer Aided Diagnosis Lab, Radiology and Imaging Sciences
  • National Institutes of Health Clinical Center
  • 10 Center Dr, Building 10, Rm 1C224
  • Bethesda, MD 20892
  • United States
  • Phone: 1 301-402-5486
  • Email: rms@nih.gov