Predicting 30-day hospital readmissions using artificial neural networks with medical code embedding

• Wenshuo Liu,

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

  Affiliation Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America

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• Cooper Stansbury,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliations Department of Computational Biology and Bioinformatics, University of Michigan Medical School, Ann Arbor, MI, United States of America, Department of Systems, Populations, and Leadership, University of Michigan School of Nursing, Ann Arbor, MI, United States of America

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• Karandeep Singh,

  Roles Writing – review & editing

  Affiliations Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America, Division of Learning and Knowledge Systems, Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, United States of America, Division of Nephrology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, United States of America

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• Andrew M. Ryan,

  Roles Writing – review & editing

  Affiliation Department of Health Management and Policy, University of Michigan School of Public Health, Ann Arbor, MI, United States of America

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• Devraj Sukul,

  Roles Data curation, Writing – review & editing

  Affiliation Division of Cardiology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, United States of America

  http://orcid.org/0000-0003-4709-3390

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• Elham Mahmoudi,

  Roles Writing – review & editing

  Affiliations Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America, Department of Family Medicine, University of Michigan Medical School, Ann Arbor, MI, United States of America

  http://orcid.org/0000-0002-9746-8165

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• Akbar Waljee,

  Roles Writing – review & editing

  Affiliations Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America, Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, United States of America, VA Center for Clinical Management Research, VA Ann Arbor Health Care System, Ann Arbor, MI, United States of America

  http://orcid.org/0000-0003-1964-8790

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• Ji Zhu,

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

  Affiliations Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America, Department of Statistics, University of Michigan, Ann Arbor, MI, United States of America

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• Brahmajee K. Nallamothu

  Roles Conceptualization, Data curation, Formal analysis, Project administration, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: bnallamo@med.umich.edu

  Affiliations Michigan Integrated Center for Health Analytics and Medical Prediction, University of Michigan, Ann Arbor, MI, United States of America, Division of Cardiology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, United States of America, VA Center for Clinical Management Research, VA Ann Arbor Health Care System, Ann Arbor, MI, United States of America

  http://orcid.org/0000-0003-4331-6649

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