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Development and Implementation of an AI System for Generating Clinical Urine Drug Test Sign-Outs.

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Title: Development and Implementation of an AI System for Generating Clinical Urine Drug Test Sign-Outs.
Authors: Laha N; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Keebaugh M; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Liao HC; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Amankwaa B; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Adesoye O; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Pablo A; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Phipps WS; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Hoofnagle AN; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Baird GS; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Mathias PC; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle., Foy BH; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.
Source: JAMA network open [JAMA Netw Open] 2026 Jun 01; Vol. 9 (6), pp. e2619816. Date of Electronic Publication: 2026 Jun 01.
Publication Type: Journal Article
Journal Info: Publisher: American Medical Association Country of Publication: United States NLM ID: 101729235 Publication Model: Electronic Cited Medium: Internet ISSN: 2574-3805 (Electronic) Linking ISSN: 25743805 NLM ISO Abbreviation: JAMA Netw Open Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Laha+N%22">Laha N</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Keebaugh+M%22">Keebaugh M</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Liao+HC%22">Liao HC</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Amankwaa+B%22">Amankwaa B</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Adesoye+O%22">Adesoye O</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Pablo+A%22">Pablo A</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Phipps+WS%22">Phipps WS</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Hoofnagle+AN%22">Hoofnagle AN</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Baird+GS%22">Baird GS</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Mathias+PC%22">Mathias PC</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.<br /><searchLink fieldCode="AU" term="%22Foy+BH%22">Foy BH</searchLink>; Department of Laboratory Medicine & Pathology, University of Washington School of Medicine, Seattle.
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              Text: 2026 Jun 01
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