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Discovery of an Artificial Intelligence Label Feedback Loop: How the Success of a Clinically Implemented Artificial Intelligence Algorithm Has Created an Unforeseen Challenge to Algorithm Retraining.

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Title: Discovery of an Artificial Intelligence Label Feedback Loop: How the Success of a Clinically Implemented Artificial Intelligence Algorithm Has Created an Unforeseen Challenge to Algorithm Retraining.
Authors: Day PL; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States., Wieczorek MA; Department of Quantitative Health Sciences, Digital Innovation Lab, Mayo Clinic, Jacksonville, FL, United States., Rokke D; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States., Lantz E; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States., Bornhorst JA; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States., Jannetto PJ; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States., Carter RE; Department of Quantitative Health Sciences, Digital Innovation Lab, Mayo Clinic, Jacksonville, FL, United States.
Source: Clinical chemistry [Clin Chem] 2026 Apr 02; Vol. 72 (4), pp. 461-466.
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 9421549 Publication Model: Print Cited Medium: Internet ISSN: 1530-8561 (Electronic) Linking ISSN: 00099147 NLM ISO Abbreviation: Clin Chem Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Day+PL%22">Day PL</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.<br /><searchLink fieldCode="AU" term="%22Wieczorek+MA%22">Wieczorek MA</searchLink>; Department of Quantitative Health Sciences, Digital Innovation Lab, Mayo Clinic, Jacksonville, FL, United States.<br /><searchLink fieldCode="AU" term="%22Rokke+D%22">Rokke D</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.<br /><searchLink fieldCode="AU" term="%22Lantz+E%22">Lantz E</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.<br /><searchLink fieldCode="AU" term="%22Bornhorst+JA%22">Bornhorst JA</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.<br /><searchLink fieldCode="AU" term="%22Jannetto+PJ%22">Jannetto PJ</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.<br /><searchLink fieldCode="AU" term="%22Carter+RE%22">Carter RE</searchLink>; Department of Quantitative Health Sciences, Digital Innovation Lab, Mayo Clinic, Jacksonville, FL, United States.
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        Value: 10.1093/clinchem/hvag001
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              Text: 2026 Apr 02
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