Leveraging vibration of effects analysis for robust discovery in observational biomedical data science

• Braden T. Tierney,

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

  Affiliations Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America, Section on Pathophysiology and Molecular Pharmacology, Joslin Diabetes Center, Boston, Massachusetts, United States of America, Section on Islet Cell and Regenerative Biology, Joslin Diabetes Center, Boston, Massachusetts, United States of America, Department of Microbiology and Immunobiology, Harvard Medical School, Boston, Massachusetts, United States of America

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• Elizabeth Anderson,

  Roles Data curation, Methodology, Software

  Affiliation Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America

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• Yingxuan Tan,

  Roles Methodology, Software, Writing – review & editing

  Affiliation Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America

  https://orcid.org/0000-0001-6674-3219

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• Kajal Claypool,

  Roles Data curation, Writing – original draft

  Affiliation Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America

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• Sivateja Tangirala,

  Roles Data curation, Writing – original draft

  Affiliations Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America, Department of Statistics and Data Science, Cornell University, Ithaca, New York, United States of America

  https://orcid.org/0000-0003-0305-471X

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• Aleksandar D. Kostic,

  Roles Conceptualization, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Section on Pathophysiology and Molecular Pharmacology, Joslin Diabetes Center, Boston, Massachusetts, United States of America, Section on Islet Cell and Regenerative Biology, Joslin Diabetes Center, Boston, Massachusetts, United States of America, Department of Microbiology and Immunobiology, Harvard Medical School, Boston, Massachusetts, United States of America

  https://orcid.org/0000-0002-0837-4360

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• Arjun K. Manrai,

  Roles Conceptualization, Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America, Computational Health Informatics Program, Boston Children’s Hospital, Boston, Massachusetts, United States of America

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• Chirag J. Patel

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: chirag_patel@hms.harvard.edu

  Affiliation Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America

  https://orcid.org/0000-0002-8756-8525

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