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Evaluating prompt and data perturbation sensitivity in large language models for radiology reports classification.

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Title: Evaluating prompt and data perturbation sensitivity in large language models for radiology reports classification.
Authors: Sorin V; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Collins JD; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Bratt AK; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Kusmirek JE; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Mugu VK; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Kline TL; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Butler CL; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Wood NG; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Cook CJ; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States., Korfiatis P; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.
Source: JAMIA open [JAMIA Open] 2025 Aug 12; Vol. 8 (4), pp. ooaf073. Date of Electronic Publication: 2025 Aug 12 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press on behalf of the American Medical Informatics Association Country of Publication: United States NLM ID: 101730643 Publication Model: eCollection Cited Medium: Internet ISSN: 2574-2531 (Electronic) Linking ISSN: 25742531 NLM ISO Abbreviation: JAMIA Open Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Sorin+V%22">Sorin V</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Collins+JD%22">Collins JD</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Bratt+AK%22">Bratt AK</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Kusmirek+JE%22">Kusmirek JE</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Mugu+VK%22">Mugu VK</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Kline+TL%22">Kline TL</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Butler+CL%22">Butler CL</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Wood+NG%22">Wood NG</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Cook+CJ%22">Cook CJ</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Korfiatis+P%22">Korfiatis P</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, MN 55905, United States.
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              Text: 2025 Aug 12
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