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Using Machine Learning to Improve the Contrast-Enhanced Ultrasound Liver Imaging Reporting and Data System Diagnosis of Hepatocellular Carcinoma in Indeterminate Liver Nodules.

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Title: Using Machine Learning to Improve the Contrast-Enhanced Ultrasound Liver Imaging Reporting and Data System Diagnosis of Hepatocellular Carcinoma in Indeterminate Liver Nodules.
Authors: Hoopes JR; Department of Pharmacology, Physiology, and Cancer Biology, Division of Biostatistics and Bioinformatics, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA., Lyshchik A; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA., Xiao TS; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA., Berzigotti A; Department of Visceral Surgery and Medicine, Bern University Hospital, University of Bern, Bern, Switzerland., Fetzer DT; UT Southwestern Medical Center, Dallas, TX, USA., Forsberg F; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA., Sidhu PS; Department of Imaging Sciences, School of Biomedical Engineering and Imaging Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK; Department of Radiology, King's College Hospital, London, UK., Wessner CE; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA., Wilson SR; Department of Radiology, University of Calgary, Calgary, Canada., Keith SW; Department of Pharmacology, Physiology, and Cancer Biology, Division of Biostatistics and Bioinformatics, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA; Sidney Kimmel Comprehensive Cancer Center at Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: scott.keith@jefferson.edu.
Source: Ultrasound in medicine & biology [Ultrasound Med Biol] 2025 Nov; Vol. 51 (11), pp. 1953-1960. Date of Electronic Publication: 2025 Aug 11.
Publication Type: Journal Article
Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 0410553 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-291X (Electronic) Linking ISSN: 03015629 NLM ISO Abbreviation: Ultrasound Med Biol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Using Machine Learning to Improve the Contrast-Enhanced Ultrasound Liver Imaging Reporting and Data System Diagnosis of Hepatocellular Carcinoma in Indeterminate Liver Nodules.
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  Data: <searchLink fieldCode="AU" term="%22Hoopes+JR%22">Hoopes JR</searchLink>; Department of Pharmacology, Physiology, and Cancer Biology, Division of Biostatistics and Bioinformatics, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Lyshchik+A%22">Lyshchik A</searchLink>; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA.<br /><searchLink fieldCode="AU" term="%22Xiao+TS%22">Xiao TS</searchLink>; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA.<br /><searchLink fieldCode="AU" term="%22Berzigotti+A%22">Berzigotti A</searchLink>; Department of Visceral Surgery and Medicine, Bern University Hospital, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Fetzer+DT%22">Fetzer DT</searchLink>; UT Southwestern Medical Center, Dallas, TX, USA.<br /><searchLink fieldCode="AU" term="%22Forsberg+F%22">Forsberg F</searchLink>; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA.<br /><searchLink fieldCode="AU" term="%22Sidhu+PS%22">Sidhu PS</searchLink>; Department of Imaging Sciences, School of Biomedical Engineering and Imaging Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK; Department of Radiology, King's College Hospital, London, UK.<br /><searchLink fieldCode="AU" term="%22Wessner+CE%22">Wessner CE</searchLink>; Department of Radiology, Thomas Jefferson University, Philadelphia PA, USA.<br /><searchLink fieldCode="AU" term="%22Wilson+SR%22">Wilson SR</searchLink>; Department of Radiology, University of Calgary, Calgary, Canada.<br /><searchLink fieldCode="AU" term="%22Keith+SW%22">Keith SW</searchLink>; Department of Pharmacology, Physiology, and Cancer Biology, Division of Biostatistics and Bioinformatics, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA; Sidney Kimmel Comprehensive Cancer Center at Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: scott.keith@jefferson.edu.
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  Data: <searchLink fieldCode="JN" term="%220410553%22">Ultrasound in medicine & biology</searchLink> [Ultrasound Med Biol] 2025 Nov; Vol. 51 (11), pp. 1953-1960. <i>Date of Electronic Publication: </i>2025 Aug 11.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Pergamon+Press%22">Pergamon Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>0410553 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-291X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203015629%22">03015629 </searchLink><i>NLM ISO Abbreviation: </i>Ultrasound Med Biol <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.ultrasmedbio.2025.06.029
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        Text: English
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        StartPage: 1953
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      – TitleFull: Using Machine Learning to Improve the Contrast-Enhanced Ultrasound Liver Imaging Reporting and Data System Diagnosis of Hepatocellular Carcinoma in Indeterminate Liver Nodules.
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              Text: 2025 Nov
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