Simulating complex patient populations with hierarchical learning effects to support methods development for post-market surveillance.

Davis, Sharon E; Ssemaganda, Henry; Koola, Jejo D; Mao, Jialin; Westerman, Dax; Speroff, Theodore; Govindarajulu, Usha S; Ramsay, Craig R; Sedrakyan, Art; Ohno-Machado, Lucila; Resnic, Frederic S; Matheny, Michael E

Davis, Sharon E; Ssemaganda, Henry; Koola, Jejo D; Mao, Jialin; Westerman, Dax; Speroff, Theodore; Govindarajulu, Usha S; Ramsay, Craig R; Sedrakyan, Art; Ohno-Machado, Lucila; Resnic, Frederic S; Matheny, Michael E.

Afiliação

Davis SE; Department of Biomedical Informatics, Vanderbilt University Medical Center, 2525 West End Ave, Suite 1475, Nashville, TN, 37203, USA. sharon.e.davis.1@vumc.org.
Ssemaganda H; Comparative Effectiveness Research Institute, Lahey Hospital and Medical Center, 41 Mall Road, Burlington, MA, 01803, USA.
Koola JD; UC Health Department of Biomedical Informatics, University of California San Diego, 9500 Gilman Dr. MC 0728, La Jolla, San Diego, CA, 92093-0728, USA.
Mao J; Department of Population Health Sciences, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA.
Westerman D; Department of Biomedical Informatics, Vanderbilt University Medical Center, 2525 West End Ave, Suite 1475, Nashville, TN, 37203, USA.
Speroff T; Departments of Medicine and Biostatistics, Vanderbilt University Medical Center, 1313 21St Avenue South, Oxford House, Room 209, Nashville, TN, 37232, USA.
Govindarajulu US; Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1077, New York, NY, 10029, USA.
Ramsay CR; Health Services Research Unit, University of Aberdeen, Health Sciences Building, Foresterhill, 3rd Floor, Aberdeen, AB25 2ZD, UK.
Sedrakyan A; Department of Population Health Sciences, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA.
Ohno-Machado L; Biomedical Informatics and Data Science, Yale School of Medicine, 100 College Street, New Haven, CT, 06510, USA.
Resnic FS; Division of Cardiovascular Medicine and Comparative Effectiveness Research Institute, Lahey Hospital and Medical Center, Tufts University School of Medicine, 41 Burlington Mall Road, Burlington, MA, 01805, USA.
Matheny ME; Departments of Biomedical Informatics, Biostatistics, and Medicine, Vanderbilt University Medical Center, 2525 West End Ave, Suite 1475, Nashville, TN, 37203, USA.

BMC Med Res Methodol ; 23(1): 89, 2023 04 11.

Article em En | MEDLINE | ID: mdl-37041457

Assuntos

Aprendizado Profundo; Humanos; Simulação por Computador; Algoritmos

Palavras-chave

Hierarchical learning effects; Learning effects; Medical devices; Post-market safety surveillance; Simulations; Synthetic clinical data

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado Profundo Tipo de estudo: Prognostic_studies / Screening_studies Limite: Humans Idioma: En Revista: BMC Med Res Methodol Assunto da revista: MEDICINA Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Estados Unidos

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