Machine Learning Multimodal Model for Delirium Risk Stratification.

Journal: JAMA network open
PMID: 40332938

Abstract

IMPORTANCE: Automating the identification of risk for developing hospital delirium with models that use machine learning (ML) could facilitate more rapid prevention, identification, and treatment of delirium. However, there are very few reports on the performance of ML models for delirium risk stratification in live clinical practice.

Authors

  • Joseph I Friedman
    Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York.
  • Prathamesh Parchure
    Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Fu-Yuan Cheng
    Institute for Health Care Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY.
  • Weijia Fu
    Medical Information Center, Children's Hospital of Fudan University, Shanghai, China.
  • Satyanarayana Cheertirala
    Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, New York.
  • Prem Timsina
    Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
  • Ganesh Raut
    Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, New York.
  • Katherine Reina
    Nursing Administration, Mount Sinai Morningside Hospital, New York, New York.
  • Josiane Joseph-Jimerson
    Department of Nursing, The Mount Sinai Hospital, New York, New York.
  • Madhu Mazumdar
    Institute for Healthcare Delivery Science, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
  • Robert Freeman
    Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, 1 Gustave L Levy Pl, New York, NY 10029, USA.
  • David L Reich
    Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
  • Arash Kia
    Department of Mathematics & Statistics, University of Limerick, Limerick, Ireland.

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