A generative two-stage semantic intermediary framework for explainable mental health early warning in higher education - Top-Institutions - MDSpire

A generative two-stage semantic intermediary framework for explainable mental health early warning in higher education

  • By

  • Jianmeng Ye

  • Zhou-Jie Shen

  • Baozhen Li

  • Wen-Jing Yan

  • July 3, 2026

  • 0 min

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Top Institutions in Psychiatry

Brief introduction explaining scope and methodology.

  • #1

    Massachusetts General Hospital
    Massachusetts General Hospital

    Boston, Massachusetts

    Key Differentiators

    • Psychiatry

  • #2

    McLean Hospital
    McLean Hospital

    Belmont, Massachusetts

    Key Differentiators

    • Psychiatry

  • #3

    South London and Maudsley NHS Foundation Trust
    South London and Maudsley NHS Foundation Trust

    London, England

    Key Differentiators

    • Psychiatry

  • #4

    Kaiser Permanente Northern California
    Kaiser Permanente Northern California

    Oakland, California

    Key Differentiators

    • Psychiatry

  • #5

    University of Chicago
    University of Chicago

    Chicago, Illinois

    Key Differentiators

    • Psychiatry

Original Source(s)

A generative two-stage semantic intermediary framework for explainable mental health early warning in higher education

  • by Jianmeng Ye, Zhou-Jie Shen, Baozhen Li, Wen-Jing Yan

  • July 3, 2026

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