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Automatic phenotyping of emergency department patients with incidental hepatic steatosis: A machine learning clustering analysis.

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Title: Automatic phenotyping of emergency department patients with incidental hepatic steatosis: A machine learning clustering analysis.
Authors: Jain VS; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL. USA., Vong T; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Thompson VL; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Lopez-Silva C; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Sequeira L; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Rizer N; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Hinson JS; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA., Klein E; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Copenhaver MS; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA., Brookmeyer C; Department of Radiology, Johns Hopkins School of Medicine, Baltimore, MD, USA., Purnell T; Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD. USA., Woreta T; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA., Strauss AT; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA. Electronic address: astraus6@jhmi.edu.
Source: The American journal of emergency medicine [Am J Emerg Med] 2026 May 26; Vol. 108, pp. 1-9. Date of Electronic Publication: 2026 May 26.
Publication Type: Journal Article
Journal Info: Publisher: W B Saunders Country of Publication: United States NLM ID: 8309942 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-8171 (Electronic) Linking ISSN: 07356757 NLM ISO Abbreviation: Am J Emerg Med Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Jain+VS%22">Jain VS</searchLink>; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL. USA.<br /><searchLink fieldCode="AU" term="%22Vong+T%22">Vong T</searchLink>; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Thompson+VL%22">Thompson VL</searchLink>; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Lopez-Silva+C%22">Lopez-Silva C</searchLink>; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Sequeira+L%22">Sequeira L</searchLink>; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Rizer+N%22">Rizer N</searchLink>; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Hinson+JS%22">Hinson JS</searchLink>; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Klein+E%22">Klein E</searchLink>; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Copenhaver+MS%22">Copenhaver MS</searchLink>; Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Brookmeyer+C%22">Brookmeyer C</searchLink>; Department of Radiology, Johns Hopkins School of Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Purnell+T%22">Purnell T</searchLink>; Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Woreta+T%22">Woreta T</searchLink>; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA.<br /><searchLink fieldCode="AU" term="%22Strauss+AT%22">Strauss AT</searchLink>; Division of Gastroenterology & Hepatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD. USA; Malone Center of Engineering in Healthcare, Johns Hopkins Whiting School of Engineering, Baltimore, MD. USA. Electronic address: astraus6@jhmi.edu.
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