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Optimizing the Accuracy of Natural Language Processing Tools for Pulmonary Embolism Detection Through Integration with Claims Data: The PE-EHR+ Study.

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Title: Optimizing the Accuracy of Natural Language Processing Tools for Pulmonary Embolism Detection Through Integration with Claims Data: The PE-EHR+ Study.
Authors: Rashedi S; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Bukhari S; Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, United States., Krishnathasan D; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Khairani CD; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Bejjani A; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Department of Internal Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, United States., Pfeferman MB; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Malejczyk J; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Zarghami M; Jamaica Hospital Medical Center, Queens, New York, United States., Secemsky EA; Division of General Internal Medicine and Primary Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States.; Harvard Medical School, Boston, Massachusetts, United States., Rahaghi FN; Division of Pulmonary and Critical Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Hussain MA; Division of Vascular and Endovascular Surgery and the Center for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Mojibian H; Department of Radiology and Biomedical Imaging, Yale University, New Haven, Connecticut, United States., Goldhaber SZ; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Jiménez D; Respiratory Department, Hospital Ramón y Cajal and Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain.; Medicine Department, Universidad de Alcalá, Campus Científico-Tecnológico, Crta. de Madrid-Barcelona, Madrid, Spain.; CIBER Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain., Monreal M; Cátedra de Enfermedad Tromboembólica, Universidad Católica San Antonio de Murcia, Spain., Yang R; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States., Zhou L; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States., Piazza G; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Krumholz HM; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States.; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States.; Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut, United States., Wang L; Division of General Internal Medicine and Primary Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States., Bikdeli B; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut, United States.
Source: Thrombosis and haemostasis [Thromb Haemost] 2026 Feb 09. Date of Electronic Publication: 2026 Feb 09.
Publication Type: Journal Article
Journal Info: Publisher: Thieme Country of Publication: Germany NLM ID: 7608063 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2567-689X (Electronic) Linking ISSN: 03406245 NLM ISO Abbreviation: Thromb Haemost Subsets: MEDLINE
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Smith Center for Outcomes Research in Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States.; Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Rahaghi+FN%22">Rahaghi FN</searchLink>; Division of Pulmonary and Critical Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Hussain+MA%22">Hussain MA</searchLink>; Division of Vascular and Endovascular Surgery and the Center for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Mojibian+H%22">Mojibian H</searchLink>; Department of Radiology and Biomedical Imaging, Yale University, New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Goldhaber+SZ%22">Goldhaber SZ</searchLink>; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Jiménez+D%22">Jiménez D</searchLink>; Respiratory Department, Hospital Ramón y Cajal and Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain.; Medicine Department, Universidad de Alcalá, Campus Científico-Tecnológico, Crta. de Madrid-Barcelona, Madrid, Spain.; CIBER Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Monreal+M%22">Monreal M</searchLink>; Cátedra de Enfermedad Tromboembólica, Universidad Católica San Antonio de Murcia, Spain.<br /><searchLink fieldCode="AU" term="%22Yang+R%22">Yang R</searchLink>; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Zhou+L%22">Zhou L</searchLink>; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Piazza+G%22">Piazza G</searchLink>; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Krumholz+HM%22">Krumholz HM</searchLink>; YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States.; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States.; Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut, United States.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; Division of General Internal Medicine and Primary Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.<br /><searchLink fieldCode="AU" term="%22Bikdeli+B%22">Bikdeli B</searchLink>; Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States.; Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut, United States.
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