Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network

• Qiong Wang,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Biomedical Engineering School, Sun Yat-Sen University, Guangzhou, China, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China, Observational Health Data Sciences and Informatics, New York, New York, United States of America

  http://orcid.org/0000-0002-7225-5235

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• Jenna M. Reps,

  Roles Conceptualization, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Janssen Research and Development, Raritan, New Jersey, United States of America

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• Kristin Feeney Kostka,

  Roles Data curation, Project administration, Writing – original draft, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, IQVIA, Durham, North Carolina, United States of America

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• Patrick B. Ryan,

  Roles Conceptualization, Formal analysis, Methodology, Resources, Validation, Writing – original draft, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Janssen Research and Development, Raritan, New Jersey, United States of America, Department of Biomedical Informatics, Columbia University, New York, New York, United States of America

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• Yuhui Zou,

  Roles Conceptualization, Formal analysis, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Neurosurgery, General Hospital of Southern Theatre Command, Guangzhou, China

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• Erica A. Voss,

  Roles Conceptualization, Validation, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Janssen Research and Development, Raritan, New Jersey, United States of America, Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands

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• Peter R. Rijnbeek,

  Roles Conceptualization, Methodology, Resources, Software, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands

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• RuiJun Chen,

  Roles Conceptualization, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Department of Biomedical Informatics, Columbia University, New York, New York, United States of America, Department of Medicine, Weill Cornell Medical College, New York, New York, United States of America

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• Gowtham A. Rao,

  Roles Conceptualization, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Janssen Research and Development, Raritan, New Jersey, United States of America

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• Henry Morgan Stewart,

  Roles Data curation, Formal analysis, Software, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, IQVIA, Durham, North Carolina, United States of America

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• Andrew E. Williams,

  Roles Conceptualization, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Tufts Medical Center, Institute for Clinical Research and Health Policy Studies, Boston, Massachusetts, United States of America

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• Ross D. Williams,

  Roles Conceptualization, Writing – review & editing

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands

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• Mui Van Zandt,

  Roles Conceptualization, Data curation, Formal analysis, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, IQVIA, Durham, North Carolina, United States of America

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• Thomas Falconer,

  Roles Conceptualization

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Department of Biomedical Informatics, Columbia University, New York, New York, United States of America

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• Margarita Fernandez-Chas,

  Roles Conceptualization, Data curation, Formal analysis, Methodology

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, IQVIA, Durham, North Carolina, United States of America

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• Rohit Vashisht,

  Roles Data curation, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America

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• Stephen R. Pfohl,

  Roles Data curation, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America

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• Nigam H. Shah,

  Roles Data curation, Formal analysis, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America

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• Suranga N. Kasthurirathne,

  Roles Conceptualization, Data curation, Validation

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, Indiana, United States of America, Department of Epidemiology, Indiana University Richard M. Fairbanks School of Public Health, Indianapolis, Indiana, United States of America

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• Seng Chan You,

  Roles Conceptualization

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, Department of Biomedical informatics, Ajou University School of Medicine, Suwon, Korea

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• Qing Jiang,

  Roles Supervision, Writing – review & editing

  Affiliation Biomedical Engineering School, Sun Yat-Sen University, Guangzhou, China

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• Christian Reich ,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: reich@ohdsi.org (CR); zhouyi@mail.sysu.edu.cn (YZ)

  Affiliations Observational Health Data Sciences and Informatics, New York, New York, United States of America, IQVIA, Durham, North Carolina, United States of America

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•  [ ... ],
• Yi Zhou

  Roles Supervision, Writing – review & editing

  * E-mail: reich@ohdsi.org (CR); zhouyi@mail.sysu.edu.cn (YZ)

  Affiliation Department of Biomedical Engineering, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China

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