The Systemic Immune-Inflammation Index as an Innovative Prognostic Indicator for Critically Ill Sepsis Patients: Insights from the MIMIC-IV Database and Machine Learning Predictive Analysis - Top-Institutions - MDSpire

The Systemic Immune-Inflammation Index as an Innovative Prognostic Indicator for Critically Ill Sepsis Patients: Insights from the MIMIC-IV Database and Machine Learning Predictive Analysis

  • By

  • Xudong Zhang

  • Yiquan Xu

  • Yu Lei

  • Miaomiao Tang

  • Yanqing Wang

  • Jianghui Luo

  • Shuying Zhu

  • February 7, 2026

  • 0 min

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Top Institutions in Emergency Medicine

Brief introduction explaining scope and methodology.

  • #1

    Massachusetts General Hospital
    Massachusetts General Hospital

    Boston, MA

    Key Differentiators

    • Critical Care Medicine
    • Immunology
    • Biomedical Informatics

  • #2

    Johns Hopkins Hospital
    Johns Hopkins Hospital

    Baltimore, MD

    Key Differentiators

    • Critical Care Medicine
    • Immunology
    • Data Science

  • #3

    University of Pittsburgh Medical Center (UPMC)
    University of Pittsburgh Medical Center (UPMC)

    Pittsburgh, PA

    Key Differentiators

    • Critical Care Medicine
    • Immunology
    • Clinical Informatics

  • #4

    Cleveland Clinic
    Cleveland Clinic

    Cleveland, OH

    Key Differentiators

    • Critical Care Medicine
    • Immunology
    • Machine Learning

  • #5

    University of California, San Francisco (UCSF) Medical Center
    University of California, San Francisco (UCSF) Medical Center

    San Francisco, CA

    Key Differentiators

    • Critical Care Medicine
    • Immunology
    • Bioinformatics

Original Source(s)

The Systemic Immune-Inflammation Index as an Innovative Prognostic Indicator for Critically Ill Sepsis Patients: Insights from the MIMIC-IV Database and Machine Learning Predictive Analysis

  • by Xudong Zhang, Yiquan Xu, Yu Lei, Miaomiao Tang, Yanqing Wang, Jianghui Luo, Shuying Zhu

  • February 7, 2026

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